---
_id: '13652'
abstract:
- lang: eng
  text: "Modellbasierte Konzepte und Simulationstechniken in Kombination mit digitalen
    Werkzeugen erweisen sich als Schlüssel, um das volle Potenzial biopharmazeutischer
    Produktionsprozesse zu erschließen, die mehrere herausfordernde Entwicklungs-
    und Prozessschritte enthalten. Einer dieser Schritte ist der zeit- und kostenintensive
    Zellproliferationsprozess (auch als Seed Train bezeichnet), um die Zellzahl vom
    Auftauen der Zellen bis zum Produktionsmaßstab zu erhöhen. Herausforderungen wie
    komplexer Zellstoffwechsel, Chargen-zu-Chargen-Variationen, Variabilitäten im
    Zellverhalten und Einflüsse von Änderungen der Kultivierungsbedingungen erfordern
    adäquate digitale Lösungen, um Informationen über den aktuellen und zukünftigen
    Prozesszustand bereitzustellen und korrekte Prozessentscheidungen abzuleiten.\r\n\r\nZu
    diesem Zweck haben sich digitale Seed Train Zwillinge als effizient erwiesen,
    die das zeitabhängige Verhalten wichtiger Prozessvariablen basierend auf mathematischen
    Modellen, Strategien und Anpassungsverfahren digital darstellen.\r\n\r\nDieses
    Kapitel skizziert die Notwendigkeit der Digitalisierung von Seed Trains, den Aufbau
    eines digitalen Seed Train Zwillings, die Rolle der Parameterschätzung und verschiedene
    statistische Methoden in diesem Zusammenhang, die auf mehrere Probleme im Bereich
    der Bioprozessierung anwendbar sind. Die Ergebnisse einer Fallstudie werden vorgestellt,
    um einen Bayes’schen Ansatz zur Parameterschätzung und Vorhersage eines industriellen
    Zellkultur-Seed Trains für die Seed Train Digitalisierung zu veranschaulichen."
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: 'Hernández Rodriguez T, Frahm B. Digitale Seed Train Zwillinge und statistische
    Methoden. In: Herwig C, Pörtner R, Möller J, eds. <i>Digitale Zwillinge - Werkzeuge
    und Konzepte für intelligente Bioproduktion</i>. Advances in Biochemical Engineering/Biotechnology.
    Springer ; 2025:107-145. doi:<a href="https://doi.org/10.1007/978-3-031-75698-6_5">https://doi.org/10.1007/978-3-031-75698-6_5</a>'
  apa: Hernández Rodriguez, T., &#38; Frahm, B. (2025). Digitale Seed Train Zwillinge
    und statistische Methoden. In C. Herwig, R. Pörtner, &#38; J. Möller (Eds.), <i>Digitale
    Zwillinge - Werkzeuge und Konzepte für intelligente Bioproduktion</i> (pp. 107–145).
    Springer . <a href="https://doi.org/10.1007/978-3-031-75698-6_5">https://doi.org/10.1007/978-3-031-75698-6_5</a>
  bjps: '<b>Hernández Rodriguez T and Frahm B</b> (2025) Digitale Seed Train Zwillinge
    und statistische Methoden. In Herwig C, Pörtner R and Möller J (eds), <i>Digitale
    Zwillinge - Werkzeuge und Konzepte für intelligente Bioproduktion</i>. Berlin,
    Heidelberg: Springer , pp. 107–145.'
  chicago: 'Hernández Rodriguez, Tanja, and Björn Frahm. “Digitale Seed Train Zwillinge
    und statistische Methoden.” In <i>Digitale Zwillinge - Werkzeuge und Konzepte
    für intelligente Bioproduktion</i>, edited by Christoph Herwig, Ralf Pörtner,
    and Johannes Möller, 107–45. Advances in Biochemical Engineering/Biotechnology.
    Berlin, Heidelberg: Springer , 2025. <a href="https://doi.org/10.1007/978-3-031-75698-6_5">https://doi.org/10.1007/978-3-031-75698-6_5</a>.'
  chicago-de: 'Hernández Rodriguez, Tanja und Björn Frahm. 2025. Digitale Seed Train
    Zwillinge und statistische Methoden. In: <i>Digitale Zwillinge - Werkzeuge und
    Konzepte für intelligente Bioproduktion</i>, hg. von Christoph Herwig, Ralf Pörtner,
    und Johannes Möller, 107–145. Advances in Biochemical Engineering/Biotechnology.
    Berlin, Heidelberg: Springer . doi:<a href="https://doi.org/10.1007/978-3-031-75698-6_5">https://doi.org/10.1007/978-3-031-75698-6_5</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Frahm, Björn</span>: Digitale Seed Train
    Zwillinge und statistische Methoden. In: <span style="font-variant:small-caps;">Herwig,
    C.</span> ; <span style="font-variant:small-caps;">Pörtner, R.</span> ; <span
    style="font-variant:small-caps;">Möller, J.</span> (Hrsg.): <i>Digitale Zwillinge
    - Werkzeuge und Konzepte für intelligente Bioproduktion</i>, <i>Advances in Biochemical
    Engineering/Biotechnology</i>. Berlin, Heidelberg : Springer , 2025, S. 107–145'
  havard: 'T. Hernández Rodriguez, B. Frahm, Digitale Seed Train Zwillinge und statistische
    Methoden, in: C. Herwig, R. Pörtner, J. Möller (Eds.), Digitale Zwillinge - Werkzeuge
    und Konzepte für intelligente Bioproduktion, Springer , Berlin, Heidelberg, 2025:
    pp. 107–145.'
  ieee: 'T. Hernández Rodriguez and B. Frahm, “Digitale Seed Train Zwillinge und statistische
    Methoden,” in <i>Digitale Zwillinge - Werkzeuge und Konzepte für intelligente
    Bioproduktion</i>, C. Herwig, R. Pörtner, and J. Möller, Eds. Berlin, Heidelberg:
    Springer , 2025, pp. 107–145. doi: <a href="https://doi.org/10.1007/978-3-031-75698-6_5">https://doi.org/10.1007/978-3-031-75698-6_5</a>.'
  mla: Hernández Rodriguez, Tanja, and Björn Frahm. “Digitale Seed Train Zwillinge
    und statistische Methoden.” <i>Digitale Zwillinge - Werkzeuge und Konzepte für
    intelligente Bioproduktion</i>, edited by Christoph Herwig et al., Springer ,
    2025, pp. 107–45, <a href="https://doi.org/10.1007/978-3-031-75698-6_5">https://doi.org/10.1007/978-3-031-75698-6_5</a>.
  short: 'T. Hernández Rodriguez, B. Frahm, in: C. Herwig, R. Pörtner, J. Möller (Eds.),
    Digitale Zwillinge - Werkzeuge und Konzepte für intelligente Bioproduktion, Springer
    , Berlin, Heidelberg, 2025, pp. 107–145.'
  ufg: '<b>Hernández Rodriguez, Tanja/Frahm, Björn</b>: Digitale Seed Train Zwillinge
    und statistische Methoden, in: <i>Herwig, Christoph/Pörtner, Ralf/Möller, Johannes
    (Hgg.)</i>: Digitale Zwillinge - Werkzeuge und Konzepte für intelligente Bioproduktion,
    Berlin, Heidelberg 2025 (Advances in Biochemical Engineering/Biotechnology), 
    S. 107–145.'
  van: 'Hernández Rodriguez T, Frahm B. Digitale Seed Train Zwillinge und statistische
    Methoden. In: Herwig C, Pörtner R, Möller J, editors. Digitale Zwillinge - Werkzeuge
    und Konzepte für intelligente Bioproduktion. Berlin, Heidelberg: Springer ; 2025.
    p. 107–45. (Advances in Biochemical Engineering/Biotechnology).'
date_created: 2026-03-27T17:45:02Z
date_updated: 2026-04-08T12:46:45Z
department:
- _id: DEP4000
doi: https://doi.org/10.1007/978-3-031-75698-6_5
editor:
- first_name: Christoph
  full_name: Herwig, Christoph
  last_name: Herwig
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Johannes
  full_name: Möller, Johannes
  last_name: Möller
keyword:
- Bayes
- Digitaler Zwilling
- Parameterabschätzung
- Seed-Train
- Unsicherheit
language:
- iso: ger
page: 107-145
place: Berlin, Heidelberg
publication: Digitale Zwillinge - Werkzeuge und Konzepte für intelligente Bioproduktion
publication_identifier:
  eisbn:
  - 978-3-031-75698-6
  isbn:
  - 978-3-031-75697-9
publication_status: published
publisher: 'Springer '
quality_controlled: '1'
series_title: Advances in Biochemical Engineering/Biotechnology
status: public
title: Digitale Seed Train Zwillinge und statistische Methoden
type: book_chapter
user_id: '83781'
year: '2025'
...
---
_id: '12402'
abstract:
- lang: eng
  text: In anaerobic technology, pH values are crucial for targeted volatile fatty
    acid production. While pH dynamics can be modeled using the Anaerobic Digestion
    Model No. 1 (ADM1), simulation results may be biased. To address this issue, the
    pH prediction routine of Visual Water, a specialized water chemistry simulator,
    was validated. Unlike ADM1, it accounts for ionic strength and activities while
    also providing an automated uncertainty analysis. The analysis revealed Visual Water
    simulations to better fit measured pH data from acidic solutions in a miniaturized
    stirred-tank reactor.
author:
- first_name: Pascal
  full_name: Kosse, Pascal
  last_name: Kosse
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: Manfred
  full_name: Lübken, Manfred
  last_name: Lübken
- first_name: Marc
  full_name: Wichern, Marc
  last_name: Wichern
citation:
  ama: Kosse P, Hernández Rodriguez T, Frahm B, Lübken M, Wichern M. Comparative Analysis
    of pH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator.
    <i>Chemie Ingenieur Technik</i>. 2024;96(4):528-534. doi:<a href="https://doi.org/10.1002/cite.202300188">10.1002/cite.202300188</a>
  apa: Kosse, P., Hernández Rodriguez, T., Frahm, B., Lübken, M., &#38; Wichern, M.
    (2024). Comparative Analysis of pH Prediction Routines in ADM1 and a Specialized
    Water Chemistry Simulator. <i>Chemie Ingenieur Technik</i>, <i>96</i>(4), 528–534.
    <a href="https://doi.org/10.1002/cite.202300188">https://doi.org/10.1002/cite.202300188</a>
  bjps: <b>Kosse P <i>et al.</i></b> (2024) Comparative Analysis of PH Prediction
    Routines in ADM1 and a Specialized Water Chemistry Simulator. <i>Chemie Ingenieur
    Technik</i> <b>96</b>, 528–534.
  chicago: 'Kosse, Pascal, Tanja Hernández Rodriguez, Björn Frahm, Manfred Lübken,
    and Marc Wichern. “Comparative Analysis of PH Prediction Routines in ADM1 and
    a Specialized Water Chemistry Simulator.” <i>Chemie Ingenieur Technik</i> 96,
    no. 4 (2024): 528–34. <a href="https://doi.org/10.1002/cite.202300188">https://doi.org/10.1002/cite.202300188</a>.'
  chicago-de: 'Kosse, Pascal, Tanja Hernández Rodriguez, Björn Frahm, Manfred Lübken
    und Marc Wichern. 2024. Comparative Analysis of pH Prediction Routines in ADM1
    and a Specialized Water Chemistry Simulator. <i>Chemie Ingenieur Technik</i> 96,
    Nr. 4: 528–534. doi:<a href="https://doi.org/10.1002/cite.202300188">10.1002/cite.202300188</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Kosse, Pascal</span> ; <span
    style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span> ; <span style="font-variant:small-caps;">Lübken, Manfred</span> ;
    <span style="font-variant:small-caps;">Wichern, Marc</span>: Comparative Analysis
    of pH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator.
    In: <i>Chemie Ingenieur Technik</i> Bd. 96. Weinheim, Wiley (2024), Nr. 4, S. 528–534'
  havard: P. Kosse, T. Hernández Rodriguez, B. Frahm, M. Lübken, M. Wichern, Comparative
    Analysis of pH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator,
    Chemie Ingenieur Technik. 96 (2024) 528–534.
  ieee: 'P. Kosse, T. Hernández Rodriguez, B. Frahm, M. Lübken, and M. Wichern, “Comparative
    Analysis of pH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator,”
    <i>Chemie Ingenieur Technik</i>, vol. 96, no. 4, pp. 528–534, 2024, doi: <a href="https://doi.org/10.1002/cite.202300188">10.1002/cite.202300188</a>.'
  mla: Kosse, Pascal, et al. “Comparative Analysis of PH Prediction Routines in ADM1
    and a Specialized Water Chemistry Simulator.” <i>Chemie Ingenieur Technik</i>,
    vol. 96, no. 4, 2024, pp. 528–34, <a href="https://doi.org/10.1002/cite.202300188">https://doi.org/10.1002/cite.202300188</a>.
  short: P. Kosse, T. Hernández Rodriguez, B. Frahm, M. Lübken, M. Wichern, Chemie
    Ingenieur Technik 96 (2024) 528–534.
  ufg: '<b>Kosse, Pascal u. a.</b>: Comparative Analysis of pH Prediction Routines
    in ADM1 and a Specialized Water Chemistry Simulator, in: <i>Chemie Ingenieur Technik</i>
    96 (2024), H. 4,  S. 528–534.'
  van: Kosse P, Hernández Rodriguez T, Frahm B, Lübken M, Wichern M. Comparative Analysis
    of pH Prediction Routines in ADM1 and a Specialized Water Chemistry Simulator.
    Chemie Ingenieur Technik. 2024;96(4):528–34.
date_created: 2025-01-29T13:49:16Z
date_updated: 2025-06-25T12:42:09Z
department:
- _id: DEP4000
doi: 10.1002/cite.202300188
external_id:
  isi:
  - '001169606600001'
intvolume: '        96'
isi: '1'
issue: '4'
keyword:
- Anaerobic Digestion Model No. 1 (ADM1)
- Anaerobic technology
- pH simulation
- Uncertainty assessment
- Visual Water
language:
- iso: eng
page: 528-534
place: Weinheim
publication: Chemie Ingenieur Technik
publication_identifier:
  eissn:
  - 1522-2640
  issn:
  - 0009-286X
publication_status: published
publisher: Wiley
quality_controlled: '1'
status: public
title: Comparative Analysis of pH Prediction Routines in ADM1 and a Specialized Water
  Chemistry Simulator
type: scientific_journal_article
user_id: '83781'
volume: 96
year: '2024'
...
---
_id: '11381'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Selina
  full_name: Ramm, Selina
  id: '68713'
  last_name: Ramm
  orcid: https://orcid.org/0000-0002-0502-8032
- first_name: Markus
  full_name: Lange-Hegermann, Markus
  id: '71761'
  last_name: Lange-Hegermann
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Ramm S, Lange-Hegermann M, Frahm B. <i>A Systematic,
    Model-Based Workflow for Risk-Based Decision Making in Upstream Development</i>.
    DECHEMA e.V.
  apa: Hernández Rodriguez, T., Ramm, S., Lange-Hegermann, M., &#38; Frahm, B. (n.d.).
    <i>A systematic, model-based workflow for risk-based decision making in upstream
    development</i>. 14th European Congress of Chemical Engineering and 7th European
    Congress of Applied Biotechnology, Berlin, Germany. DECHEMA e.V.
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (n.d.) <i>A Systematic, Model-Based
    Workflow for Risk-Based Decision Making in Upstream Development</i>. DECHEMA e.V.
  chicago: Hernández Rodriguez, Tanja, Selina Ramm, Markus Lange-Hegermann, and Björn
    Frahm. <i>A Systematic, Model-Based Workflow for Risk-Based Decision Making in
    Upstream Development</i>. DECHEMA e.V., n.d.
  chicago-de: Hernández Rodriguez, Tanja, Selina Ramm, Markus Lange-Hegermann und
    Björn Frahm. <i>A systematic, model-based workflow for risk-based decision making
    in upstream development</i>. DECHEMA e.V.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Ramm, Selina</span> ; <span style="font-variant:small-caps;">Lange-Hegermann,
    Markus</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>: <i>A
    systematic, model-based workflow for risk-based decision making in upstream development</i> :
    DECHEMA e.V.'
  havard: T. Hernández Rodriguez, S. Ramm, M. Lange-Hegermann, B. Frahm, A systematic,
    model-based workflow for risk-based decision making in upstream development, DECHEMA
    e.V., n.d.
  ieee: T. Hernández Rodriguez, S. Ramm, M. Lange-Hegermann, and B. Frahm, <i>A systematic,
    model-based workflow for risk-based decision making in upstream development</i>.
    DECHEMA e.V.
  mla: Hernández Rodriguez, Tanja, et al. <i>A Systematic, Model-Based Workflow for
    Risk-Based Decision Making in Upstream Development</i>. DECHEMA e.V.
  short: T. Hernández Rodriguez, S. Ramm, M. Lange-Hegermann, B. Frahm, A Systematic,
    Model-Based Workflow for Risk-Based Decision Making in Upstream Development, DECHEMA
    e.V., n.d.
  ufg: '<b>Hernández Rodriguez, Tanja u. a.</b>: A systematic, model-based workflow
    for risk-based decision making in upstream development, o. O. u. J. .'
  van: Hernández Rodriguez T, Ramm S, Lange-Hegermann M, Frahm B. A systematic, model-based
    workflow for risk-based decision making in upstream development. DECHEMA e.V.;
conference:
  end_date: 2023-09-21
  location: Berlin, Germany
  name: 14th European Congress of Chemical Engineering and 7th European Congress of
    Applied Biotechnology
  start_date: 2023-09-17
date_created: 2024-04-26T06:18:20Z
date_updated: 2024-08-02T13:57:27Z
department:
- _id: DEP4000
language:
- iso: eng
publication_status: accepted
publisher: DECHEMA e.V.
status: public
title: A systematic, model-based workflow for risk-based decision making in upstream
  development
type: conference_poster
user_id: '83781'
year: '2023'
...
---
_id: '11382'
author:
- first_name: Veronika
  full_name: Gassenmeier, Veronika
  id: '74048'
  last_name: Gassenmeier
- first_name: Fabian
  full_name: Kuhfuß, Fabian
  last_name: Kuhfuß
- first_name: Sahar
  full_name: Deppe, Sahar
  last_name: Deppe
- first_name: George
  full_name: Ifrim, George
  last_name: Ifrim
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Gassenmeier V, Kuhfuß F, Deppe S, Ifrim G, Hernández Rodriguez T, Frahm B.
    <i>View on a Mechanistic Model of Chlorella Vulgaris in Shake Flasks</i>.
  apa: Gassenmeier, V., Kuhfuß, F., Deppe, S., Ifrim, G., Hernández Rodriguez, T.,
    &#38; Frahm, B. (n.d.). <i>View on a mechanistic model of Chlorella vulgaris in
    shake flasks</i>. BioProcessingDays 2023, Recklinghausen, Germany.
  bjps: <b>Gassenmeier V <i>et al.</i></b> (n.d.) <i>View on a Mechanistic Model of
    Chlorella Vulgaris in Shake Flasks</i>. .
  chicago: Gassenmeier, Veronika, Fabian Kuhfuß, Sahar Deppe, George Ifrim, Tanja
    Hernández Rodriguez, and Björn Frahm. <i>View on a Mechanistic Model of Chlorella
    Vulgaris in Shake Flasks</i>, n.d.
  chicago-de: Gassenmeier, Veronika, Fabian Kuhfuß, Sahar Deppe, George Ifrim, Tanja
    Hernández Rodriguez und Björn Frahm. <i>View on a mechanistic model of Chlorella
    vulgaris in shake flasks</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Gassenmeier, Veronika</span>
    ; <span style="font-variant:small-caps;">Kuhfuß, Fabian</span> ; <span style="font-variant:small-caps;">Deppe,
    Sahar</span> ; <span style="font-variant:small-caps;">Ifrim, George</span> ; <span
    style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span>: <i>View on a mechanistic model of Chlorella vulgaris in shake flasks</i>'
  havard: V. Gassenmeier, F. Kuhfuß, S. Deppe, G. Ifrim, T. Hernández Rodriguez, B.
    Frahm, View on a mechanistic model of Chlorella vulgaris in shake flasks, n.d.
  ieee: V. Gassenmeier, F. Kuhfuß, S. Deppe, G. Ifrim, T. Hernández Rodriguez, and
    B. Frahm, <i>View on a mechanistic model of Chlorella vulgaris in shake flasks</i>.
  mla: Gassenmeier, Veronika, et al. <i>View on a Mechanistic Model of Chlorella Vulgaris
    in Shake Flasks</i>.
  short: V. Gassenmeier, F. Kuhfuß, S. Deppe, G. Ifrim, T. Hernández Rodriguez, B.
    Frahm, View on a Mechanistic Model of Chlorella Vulgaris in Shake Flasks, n.d.
  ufg: '<b>Gassenmeier, Veronika u. a.</b>: View on a mechanistic model of Chlorella
    vulgaris in shake flasks, o. O. u. J. .'
  van: Gassenmeier V, Kuhfuß F, Deppe S, Ifrim G, Hernández Rodriguez T, Frahm B.
    View on a mechanistic model of Chlorella vulgaris in shake flasks.
conference:
  end_date: 20203-03-01
  location: Recklinghausen, Germany
  name: BioProcessingDays 2023
  start_date: 2023-02-27
date_created: 2024-04-26T06:22:50Z
date_updated: 2025-01-29T13:42:42Z
department:
- _id: DEP4000
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://www.apz-rl.de/BioProcessingDays_2023/002_download/BPDs_2023_Tagungsbuch_Titel.pdf
oa: '1'
publication_status: accepted
status: public
title: View on a mechanistic model of Chlorella vulgaris in shake flasks
type: conference_poster
user_id: '45666'
year: '2023'
...
---
_id: '11383'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Christoph
  full_name: Posch, Christoph
  last_name: Posch
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Markus
  full_name: Lange-Hegermann, Markus
  id: '71761'
  last_name: Lange-Hegermann
- first_name: Florian M.
  full_name: Wurm, Florian M.
  last_name: Wurm
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Posch C, Pörtner R, Lange-Hegermann M, Wurm FM, Frahm
    B. <i>Model-Assisted Design Strategies for Bioprocesses – Advanced Statistical
    Methods in Industrial Upstream Cell Culture</i>. DECHEMA e.V.; 2023.
  apa: Hernández Rodriguez, T., Posch, C., Pörtner, R., Lange-Hegermann, M., Wurm,
    F. M., &#38; Frahm, B. (2023). <i>Model-assisted design strategies for bioprocesses
    – Advanced statistical methods in industrial upstream cell culture</i>. 14th European
    Congress of Chemical Engineering and 7th European Congress of Applied Biotechnology,
    Berlin, Germany. DECHEMA e.V.
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2023) <i>Model-Assisted Design
    Strategies for Bioprocesses – Advanced Statistical Methods in Industrial Upstream
    Cell Culture</i>. DECHEMA e.V.
  chicago: Hernández Rodriguez, Tanja, Christoph Posch, Ralf Pörtner, Markus Lange-Hegermann,
    Florian M. Wurm, and Björn Frahm. <i>Model-Assisted Design Strategies for Bioprocesses
    – Advanced Statistical Methods in Industrial Upstream Cell Culture</i>. DECHEMA
    e.V., 2023.
  chicago-de: Hernández Rodriguez, Tanja, Christoph Posch, Ralf Pörtner, Markus Lange-Hegermann,
    Florian M. Wurm und Björn Frahm. 2023. <i>Model-assisted design strategies for
    bioprocesses – Advanced statistical methods in industrial upstream cell culture</i>.
    DECHEMA e.V.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Posch, Christoph</span> ; <span style="font-variant:small-caps;">Pörtner,
    Ralf</span> ; <span style="font-variant:small-caps;">Lange-Hegermann, Markus</span>
    ; <span style="font-variant:small-caps;">Wurm, Florian M.</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span>: <i>Model-assisted design strategies for bioprocesses – Advanced
    statistical methods in industrial upstream cell culture</i> : DECHEMA e.V., 2023'
  havard: T. Hernández Rodriguez, C. Posch, R. Pörtner, M. Lange-Hegermann, F.M. Wurm,
    B. Frahm, Model-assisted design strategies for bioprocesses – Advanced statistical
    methods in industrial upstream cell culture, DECHEMA e.V., 2023.
  ieee: T. Hernández Rodriguez, C. Posch, R. Pörtner, M. Lange-Hegermann, F. M. Wurm,
    and B. Frahm, <i>Model-assisted design strategies for bioprocesses – Advanced
    statistical methods in industrial upstream cell culture</i>. DECHEMA e.V., 2023.
  mla: Hernández Rodriguez, Tanja, et al. <i>Model-Assisted Design Strategies for
    Bioprocesses – Advanced Statistical Methods in Industrial Upstream Cell Culture</i>.
    DECHEMA e.V., 2023.
  short: T. Hernández Rodriguez, C. Posch, R. Pörtner, M. Lange-Hegermann, F.M. Wurm,
    B. Frahm, Model-Assisted Design Strategies for Bioprocesses – Advanced Statistical
    Methods in Industrial Upstream Cell Culture, DECHEMA e.V., 2023.
  ufg: '<b>Hernández Rodriguez, Tanja u. a.</b>: Model-assisted design strategies
    for bioprocesses – Advanced statistical methods in industrial upstream cell culture,
    o. O. 2023.'
  van: Hernández Rodriguez T, Posch C, Pörtner R, Lange-Hegermann M, Wurm FM, Frahm
    B. Model-assisted design strategies for bioprocesses – Advanced statistical methods
    in industrial upstream cell culture. DECHEMA e.V.; 2023.
conference:
  end_date: 2023-09-21
  location: Berlin, Germany
  name: 14th European Congress of Chemical Engineering and 7th European Congress of
    Applied Biotechnology
  start_date: 2023-09-17
date_created: 2024-04-26T06:40:20Z
date_updated: 2024-05-21T09:06:45Z
department:
- _id: DEP4000
language:
- iso: eng
publication_status: published
publisher: DECHEMA e.V.
status: public
title: Model-assisted design strategies for bioprocesses – Advanced statistical methods
  in industrial upstream cell culture
type: conference_speech
user_id: '83781'
year: '2023'
...
---
_id: '11385'
abstract:
- lang: eng
  text: Accurate pH calculations are essential for scientists across different disciplines
    to design optimal reactor solutions, but they can be arduous to calculate for
    complex acid-base solutions. Visual Water is a powerful software tool that provides
    accurate pH calculations with automated mathematical uncertainty analysis. Its
    workflow is presented and validated using acids and bases, showing a deviation
    of < 0.2 pH units between measured and calculated pH values. This highlights the
    software's reliability, which can help to simplify the work of non-experts in
    water chemistry.
author:
- first_name: Pascal
  full_name: Kosse, Pascal
  last_name: Kosse
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: Manfred
  full_name: Lübken, Manfred
  last_name: Lübken
- first_name: Marc
  full_name: Wichern, Marc
  last_name: Wichern
citation:
  ama: Kosse P, Hernández Rodriguez T, Frahm B, Lübken M, Wichern M. Validation and
    Uncertainty Assessment of a Software‐Integrated Workflow for pH Calculations.
    <i>Chemie Ingenieur Technik</i>. 2023;95(12):1960-1969. doi:<a href="https://doi.org/10.1002/cite.202300082">10.1002/cite.202300082</a>
  apa: Kosse, P., Hernández Rodriguez, T., Frahm, B., Lübken, M., &#38; Wichern, M.
    (2023). Validation and Uncertainty Assessment of a Software‐Integrated Workflow
    for pH Calculations. <i>Chemie Ingenieur Technik</i>, <i>95</i>(12), 1960–1969.
    <a href="https://doi.org/10.1002/cite.202300082">https://doi.org/10.1002/cite.202300082</a>
  bjps: <b>Kosse P <i>et al.</i></b> (2023) Validation and Uncertainty Assessment
    of a Software‐Integrated Workflow for PH Calculations. <i>Chemie Ingenieur Technik</i>
    <b>95</b>, 1960–1969.
  chicago: 'Kosse, Pascal, Tanja Hernández Rodriguez, Björn Frahm, Manfred Lübken,
    and Marc Wichern. “Validation and Uncertainty Assessment of a Software‐Integrated
    Workflow for PH Calculations.” <i>Chemie Ingenieur Technik</i> 95, no. 12 (2023):
    1960–69. <a href="https://doi.org/10.1002/cite.202300082">https://doi.org/10.1002/cite.202300082</a>.'
  chicago-de: 'Kosse, Pascal, Tanja Hernández Rodriguez, Björn Frahm, Manfred Lübken
    und Marc Wichern. 2023. Validation and Uncertainty Assessment of a Software‐Integrated
    Workflow for pH Calculations. <i>Chemie Ingenieur Technik</i> 95, Nr. 12: 1960–1969.
    doi:<a href="https://doi.org/10.1002/cite.202300082">10.1002/cite.202300082</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Kosse, Pascal</span> ; <span
    style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span> ; <span style="font-variant:small-caps;">Lübken, Manfred</span> ;
    <span style="font-variant:small-caps;">Wichern, Marc</span>: Validation and Uncertainty
    Assessment of a Software‐Integrated Workflow for pH Calculations. In: <i>Chemie
    Ingenieur Technik</i> Bd. 95. Weinheim, Wiley (2023), Nr. 12, S. 1960–1969'
  havard: P. Kosse, T. Hernández Rodriguez, B. Frahm, M. Lübken, M. Wichern, Validation
    and Uncertainty Assessment of a Software‐Integrated Workflow for pH Calculations,
    Chemie Ingenieur Technik. 95 (2023) 1960–1969.
  ieee: 'P. Kosse, T. Hernández Rodriguez, B. Frahm, M. Lübken, and M. Wichern, “Validation
    and Uncertainty Assessment of a Software‐Integrated Workflow for pH Calculations,”
    <i>Chemie Ingenieur Technik</i>, vol. 95, no. 12, pp. 1960–1969, 2023, doi: <a
    href="https://doi.org/10.1002/cite.202300082">10.1002/cite.202300082</a>.'
  mla: Kosse, Pascal, et al. “Validation and Uncertainty Assessment of a Software‐Integrated
    Workflow for PH Calculations.” <i>Chemie Ingenieur Technik</i>, vol. 95, no. 12,
    2023, pp. 1960–69, <a href="https://doi.org/10.1002/cite.202300082">https://doi.org/10.1002/cite.202300082</a>.
  short: P. Kosse, T. Hernández Rodriguez, B. Frahm, M. Lübken, M. Wichern, Chemie
    Ingenieur Technik 95 (2023) 1960–1969.
  ufg: '<b>Kosse, Pascal u. a.</b>: Validation and Uncertainty Assessment of a Software‐Integrated
    Workflow for pH Calculations, in: <i>Chemie Ingenieur Technik</i> 95 (2023), H.
    12,  S. 1960–1969.'
  van: Kosse P, Hernández Rodriguez T, Frahm B, Lübken M, Wichern M. Validation and
    Uncertainty Assessment of a Software‐Integrated Workflow for pH Calculations.
    Chemie Ingenieur Technik. 2023;95(12):1960–9.
date_created: 2024-04-26T06:52:48Z
date_updated: 2025-06-26T07:50:29Z
department:
- _id: DEP4000
doi: 10.1002/cite.202300082
external_id:
  isi:
  - '001073579300001'
intvolume: '        95'
isi: '1'
issue: '12'
keyword:
- Acid-base equilibria
- Carboxylic acids
- Dissociation constants
- pH calculation software
- Uncertainty assessment
language:
- iso: eng
page: 1960-1969
place: Weinheim
publication: Chemie Ingenieur Technik
publication_identifier:
  eissn:
  - 1522-2640
  issn:
  - 0009-286X
publication_status: published
publisher: Wiley
quality_controlled: '1'
status: public
title: Validation and Uncertainty Assessment of a Software‐Integrated Workflow for
  pH Calculations
type: scientific_journal_article
user_id: '83781'
volume: 95
year: '2023'
...
---
_id: '11487'
author:
- first_name: Selina
  full_name: Ramm, Selina
  id: '68713'
  last_name: Ramm
  orcid: https://orcid.org/0000-0002-0502-8032
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: Miriam
  full_name: Pein-Hackelbusch, Miriam
  id: '64952'
  last_name: Pein-Hackelbusch
  orcid: 0000-0002-7920-0595
citation:
  ama: Ramm S, Hernández Rodriguez T, Frahm B, Pein-Hackelbusch M. <i>Comparison of
    Preprocessing Methods of Dielectric Spectroscopy  Data and the Effects on Linear
    Regression </i>. DECHEMA e.V.
  apa: Ramm, S., Hernández Rodriguez, T., Frahm, B., &#38; Pein-Hackelbusch, M. (n.d.).
    <i>Comparison of Preprocessing Methods of Dielectric Spectroscopy  Data and the
    Effects on Linear Regression </i>. 14th European Congress of Chemical Engineering
    and 7th European Congress of Applied Biotechnology, Berlin, Germany. DECHEMA e.V.
  bjps: <b>Ramm S <i>et al.</i></b> (n.d.) <i>Comparison of Preprocessing Methods
    of Dielectric Spectroscopy  Data and the Effects on Linear Regression </i>. DECHEMA
    e.V.
  chicago: Ramm, Selina, Tanja Hernández Rodriguez, Björn Frahm, and Miriam Pein-Hackelbusch.
    <i>Comparison of Preprocessing Methods of Dielectric Spectroscopy  Data and the
    Effects on Linear Regression </i>. DECHEMA e.V., n.d.
  chicago-de: Ramm, Selina, Tanja Hernández Rodriguez, Björn Frahm und Miriam Pein-Hackelbusch.
    <i>Comparison of Preprocessing Methods of Dielectric Spectroscopy  Data and the
    Effects on Linear Regression </i>. DECHEMA e.V.
  din1505-2-1: '<span style="font-variant:small-caps;">Ramm, Selina</span> ; <span
    style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span> ; <span style="font-variant:small-caps;">Pein-Hackelbusch, Miriam</span>:
    <i>Comparison of Preprocessing Methods of Dielectric Spectroscopy  Data and the
    Effects on Linear Regression </i> : DECHEMA e.V.'
  havard: S. Ramm, T. Hernández Rodriguez, B. Frahm, M. Pein-Hackelbusch, Comparison
    of Preprocessing Methods of Dielectric Spectroscopy  Data and the Effects on Linear
    Regression , DECHEMA e.V., n.d.
  ieee: S. Ramm, T. Hernández Rodriguez, B. Frahm, and M. Pein-Hackelbusch, <i>Comparison
    of Preprocessing Methods of Dielectric Spectroscopy  Data and the Effects on Linear
    Regression </i>. DECHEMA e.V.
  mla: Ramm, Selina, et al. <i>Comparison of Preprocessing Methods of Dielectric Spectroscopy 
    Data and the Effects on Linear Regression </i>. DECHEMA e.V.
  short: S. Ramm, T. Hernández Rodriguez, B. Frahm, M. Pein-Hackelbusch, Comparison
    of Preprocessing Methods of Dielectric Spectroscopy  Data and the Effects on Linear
    Regression , DECHEMA e.V., n.d.
  ufg: '<b>Ramm, Selina u. a.</b>: Comparison of Preprocessing Methods of Dielectric
    Spectroscopy  Data and the Effects on Linear Regression , o. O. u. J. .'
  van: Ramm S, Hernández Rodriguez T, Frahm B, Pein-Hackelbusch M. Comparison of Preprocessing
    Methods of Dielectric Spectroscopy  Data and the Effects on Linear Regression
    . DECHEMA e.V.;
conference:
  end_date: 2023-09-21
  location: Berlin, Germany
  name: 14th European Congress of Chemical Engineering and 7th European Congress of
    Applied Biotechnology
  start_date: 2023-09-17
date_created: 2024-05-21T09:37:09Z
date_updated: 2024-05-21T09:37:15Z
department:
- _id: DEP4000
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://www.apz-rl.de/BioProcessingDays_2023/002_download/BPDs_2023_Tagungsbuch_Titel.pdf
oa: '1'
publication_status: accepted
publisher: DECHEMA e.V.
status: public
title: 'Comparison of Preprocessing Methods of Dielectric Spectroscopy  Data and the
  Effects on Linear Regression '
type: conference_poster
user_id: '83781'
year: '2023'
...
---
_id: '13650'
author:
- first_name: Selina
  full_name: Uhlendorff, Selina
  id: '68713'
  last_name: Uhlendorff
  orcid: https://orcid.org/0000-0002-0502-8032
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: Miriam
  full_name: Pein-Hackelbusch, Miriam
  id: '64952'
  last_name: Pein-Hackelbusch
  orcid: 0000-0002-7920-0595
citation:
  ama: Uhlendorff S, Hernández Rodriguez T, Frahm B, Pein-Hackelbusch M. <i>Systematic
    Preprocessing of Dielectric Spectroscopy Data and Estimating Viable Cell Densities</i>.;
    2023.
  apa: Uhlendorff, S., Hernández Rodriguez, T., Frahm, B., &#38; Pein-Hackelbusch,
    M. (2023). <i>Systematic Preprocessing of Dielectric Spectroscopy Data and Estimating
    Viable Cell Densities</i>. IEEE International Conference on Industrial Informatics,
    INDIN ’23, Lemgo, Germany.
  bjps: <b>Uhlendorff S <i>et al.</i></b> (2023) <i>Systematic Preprocessing of Dielectric
    Spectroscopy Data and Estimating Viable Cell Densities</i>. .
  chicago: Uhlendorff, Selina, Tanja Hernández Rodriguez, Björn Frahm, and Miriam
    Pein-Hackelbusch. <i>Systematic Preprocessing of Dielectric Spectroscopy Data
    and Estimating Viable Cell Densities</i>, 2023.
  chicago-de: Uhlendorff, Selina, Tanja Hernández Rodriguez, Björn Frahm und Miriam
    Pein-Hackelbusch. 2023. <i>Systematic Preprocessing of Dielectric Spectroscopy
    Data and Estimating Viable Cell Densities</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Uhlendorff, Selina</span> ;
    <span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span> ; <span
    style="font-variant:small-caps;">Frahm, Björn</span> ; <span style="font-variant:small-caps;">Pein-Hackelbusch,
    Miriam</span>: <i>Systematic Preprocessing of Dielectric Spectroscopy Data and
    Estimating Viable Cell Densities</i>, 2023'
  havard: S. Uhlendorff, T. Hernández Rodriguez, B. Frahm, M. Pein-Hackelbusch, Systematic
    Preprocessing of Dielectric Spectroscopy Data and Estimating Viable Cell Densities,
    2023.
  ieee: S. Uhlendorff, T. Hernández Rodriguez, B. Frahm, and M. Pein-Hackelbusch,
    <i>Systematic Preprocessing of Dielectric Spectroscopy Data and Estimating Viable
    Cell Densities</i>. 2023.
  mla: Uhlendorff, Selina, et al. <i>Systematic Preprocessing of Dielectric Spectroscopy
    Data and Estimating Viable Cell Densities</i>. 2023.
  short: S. Uhlendorff, T. Hernández Rodriguez, B. Frahm, M. Pein-Hackelbusch, Systematic
    Preprocessing of Dielectric Spectroscopy Data and Estimating Viable Cell Densities,
    2023.
  ufg: '<b>Uhlendorff, Selina u. a.</b>: Systematic Preprocessing of Dielectric Spectroscopy
    Data and Estimating Viable Cell Densities, o. O. 2023.'
  van: Uhlendorff S, Hernández Rodriguez T, Frahm B, Pein-Hackelbusch M. Systematic
    Preprocessing of Dielectric Spectroscopy Data and Estimating Viable Cell Densities.
    2023.
conference:
  end_date: 2023-07-20
  location: Lemgo, Germany
  name: IEEE International Conference on Industrial Informatics, INDIN ’23
  start_date: 2023-07-17
date_created: 2026-03-27T16:43:01Z
date_updated: 2026-04-08T13:09:47Z
department:
- _id: DEP4000
language:
- iso: eng
status: public
title: Systematic Preprocessing of Dielectric Spectroscopy Data and Estimating Viable
  Cell Densities
type: conference_speech
user_id: '83778'
year: '2023'
...
---
_id: '10201'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Selina
  full_name: Ramm, Selina
  id: '68713'
  last_name: Ramm
  orcid: https://orcid.org/0000-0002-0502-8032
- first_name: Markus
  full_name: Lange-Hegermann, Markus
  id: '71761'
  last_name: Lange-Hegermann
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Ramm S, Lange-Hegermann M, Frahm B. <i>A Systematic,
    Model-Based Workflow for Risk-Based Decision Making in Upstream Development</i>.;
    2023.
  apa: Hernández Rodriguez, T., Ramm, S., Lange-Hegermann, M., &#38; Frahm, B. (2023).
    <i>A systematic, model-based workflow for risk-based decision making in upstream
    development</i>. BioProcessingDays 2023, Recklinghausen, Germany.
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2023) <i>A Systematic, Model-Based
    Workflow for Risk-Based Decision Making in Upstream Development</i>. .
  chicago: Hernández Rodriguez, Tanja, Selina Ramm, Markus Lange-Hegermann, and Björn
    Frahm. <i>A Systematic, Model-Based Workflow for Risk-Based Decision Making in
    Upstream Development</i>, 2023.
  chicago-de: Hernández Rodriguez, Tanja, Selina Ramm, Markus Lange-Hegermann und
    Björn Frahm. 2023. <i>A systematic, model-based workflow for risk-based decision
    making in upstream development</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Ramm, Selina</span> ; <span style="font-variant:small-caps;">Lange-Hegermann,
    Markus</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>: <i>A
    systematic, model-based workflow for risk-based decision making in upstream development</i>,
    2023'
  havard: T. Hernández Rodriguez, S. Ramm, M. Lange-Hegermann, B. Frahm, A systematic,
    model-based workflow for risk-based decision making in upstream development, 2023.
  ieee: T. Hernández Rodriguez, S. Ramm, M. Lange-Hegermann, and B. Frahm, <i>A systematic,
    model-based workflow for risk-based decision making in upstream development</i>.
    2023.
  mla: Hernández Rodriguez, Tanja, et al. <i>A Systematic, Model-Based Workflow for
    Risk-Based Decision Making in Upstream Development</i>. 2023.
  short: T. Hernández Rodriguez, S. Ramm, M. Lange-Hegermann, B. Frahm, A Systematic,
    Model-Based Workflow for Risk-Based Decision Making in Upstream Development, 2023.
  ufg: '<b>Hernández Rodriguez, Tanja u. a.</b>: A systematic, model-based workflow
    for risk-based decision making in upstream development, o. O. 2023.'
  van: Hernández Rodriguez T, Ramm S, Lange-Hegermann M, Frahm B. A systematic, model-based
    workflow for risk-based decision making in upstream development. 2023.
conference:
  end_date: 2023-03-01
  location: Recklinghausen, Germany
  name: BioProcessingDays 2023
  start_date: 2023-02-27
date_created: 2023-08-08T14:54:44Z
date_updated: 2024-08-02T09:41:01Z
department:
- _id: DEP4000
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://www.apz-rl.de/BioProcessingDays_2023/002_download/BPDs_2023_Tagungsbuch_Titel.pdf
oa: '1'
publication_status: published
status: public
title: A systematic, model-based workflow for risk-based decision making in upstream
  development
type: conference_poster
user_id: '83781'
year: '2023'
...
---
_id: '10788'
abstract:
- lang: eng
  text: For process monitoring, an adequate data preprocessing is crucial to link
    accessible inline process data with offline measured target variables. Literature,
    however, does not provide systematic preprocessing strategies. The effects of
    five different preprocessing strategies on data from a Dielectric Spectroscopy
    system applied to the Viable Cell Density (VCD) of a mammalian cell cultivation
    were thus evaluated. Single-frequency measurements are typically used to model
    the VCD over the growth phase using linear regression or the Cole-Cole model and
    served as a reference. As multi-frequency measurement is promising to model the
    VCD beyond the growth phase using Partial Least Squares Regression (PLSR), we
    further aimed to determine, whether replacing linear regression by PLSR shows
    comparable modeling performance. All five preprocessing strategies led to comparable
    results. Exemplary, when using capacitance values at a frequency of 3347 kHz,
    linear regression resulted in a R2 of 0.90 and a standard deviation of 0.4 % on
    average. Both normalization techniques had the same positive effect on the results
    of PLSR. The order of smoothing and normalization was irrelevant for both regression
    methods. Comparing the results of linear regression and PLSR, the latter obtained
    on average 9 % better results. Therefore, we concluded that PLSR is preferable
    over linear regression and is potentially suitable to model the VCD beyond the
    growth phase, which is suggested to be investigated based on more data sets.
author:
- first_name: Selina
  full_name: Ramm, Selina
  id: '68713'
  last_name: Ramm
  orcid: https://orcid.org/0000-0002-0502-8032
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: Miriam
  full_name: Pein-Hackelbusch, Miriam
  id: '64952'
  last_name: Pein-Hackelbusch
  orcid: 0000-0002-7920-0595
citation:
  ama: Ramm S, Hernández Rodriguez T, Frahm B, Pein-Hackelbusch M. <i>Systematic Preprocessing
    of Dielectric Spectroscopy Data and Estimating Viable Cell Densities</i>. (Jasperneite
    J, Wisniewski L, Fung Man K, Institute of Electrical and Electronics Engineers
    , eds.). IEEE; 2023:1-6. doi:<a href="https://doi.org/10.1109/INDIN51400.2023.10218012">10.1109/INDIN51400.2023.10218012</a>
  apa: Ramm, S., Hernández Rodriguez, T., Frahm, B., &#38; Pein-Hackelbusch, M. (2023).
    Systematic Preprocessing of Dielectric Spectroscopy Data and Estimating Viable
    Cell Densities. In J. Jasperneite, L. Wisniewski, K. Fung Man, &#38; Institute
    of Electrical and Electronics Engineers  (Eds.), <i>2023 IEEE 21st International
    Conference on Industrial Informatics (INDIN)</i> (pp. 1–6). IEEE. <a href="https://doi.org/10.1109/INDIN51400.2023.10218012">https://doi.org/10.1109/INDIN51400.2023.10218012</a>
  bjps: '<b>Ramm S <i>et al.</i></b> (2023) <i>Systematic Preprocessing of Dielectric
    Spectroscopy Data and Estimating Viable Cell Densities</i>, Jasperneite J et al.
    (eds). [Piscataway, NJ]: IEEE.'
  chicago: 'Ramm, Selina, Tanja Hernández Rodriguez, Björn Frahm, and Miriam Pein-Hackelbusch.
    <i>Systematic Preprocessing of Dielectric Spectroscopy Data and Estimating Viable
    Cell Densities</i>. Edited by Jürgen Jasperneite, Lukasz Wisniewski, Kim Fung
    Man, and Institute of Electrical and Electronics Engineers . <i>2023 IEEE 21st
    International Conference on Industrial Informatics (INDIN)</i>. [Piscataway, NJ]:
    IEEE, 2023. <a href="https://doi.org/10.1109/INDIN51400.2023.10218012">https://doi.org/10.1109/INDIN51400.2023.10218012</a>.'
  chicago-de: 'Ramm, Selina, Tanja Hernández Rodriguez, Björn Frahm und Miriam Pein-Hackelbusch.
    2023. <i>Systematic Preprocessing of Dielectric Spectroscopy Data and Estimating
    Viable Cell Densities</i>. Hg. von Jürgen Jasperneite, Lukasz Wisniewski, Kim
    Fung Man, und Institute of Electrical and Electronics Engineers . <i>2023 IEEE
    21st International Conference on Industrial Informatics (INDIN)</i>. [Piscataway,
    NJ]: IEEE. doi:<a href="https://doi.org/10.1109/INDIN51400.2023.10218012">10.1109/INDIN51400.2023.10218012</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Ramm, Selina</span> ; <span
    style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span> ; <span style="font-variant:small-caps;">Pein-Hackelbusch, Miriam</span>
    ; <span style="font-variant:small-caps;">Jasperneite, J.</span> ; <span style="font-variant:small-caps;">Wisniewski,
    L.</span> ; <span style="font-variant:small-caps;">Fung Man, K.</span> ; <span
    style="font-variant:small-caps;">Institute of Electrical and Electronics Engineers
    </span> (Hrsg.): <i>Systematic Preprocessing of Dielectric Spectroscopy Data and
    Estimating Viable Cell Densities</i>. [Piscataway, NJ] : IEEE, 2023'
  havard: S. Ramm, T. Hernández Rodriguez, B. Frahm, M. Pein-Hackelbusch, Systematic
    Preprocessing of Dielectric Spectroscopy Data and Estimating Viable Cell Densities,
    IEEE, [Piscataway, NJ], 2023.
  ieee: 'S. Ramm, T. Hernández Rodriguez, B. Frahm, and M. Pein-Hackelbusch, <i>Systematic
    Preprocessing of Dielectric Spectroscopy Data and Estimating Viable Cell Densities</i>.
    [Piscataway, NJ]: IEEE, 2023, pp. 1–6. doi: <a href="https://doi.org/10.1109/INDIN51400.2023.10218012">10.1109/INDIN51400.2023.10218012</a>.'
  mla: Ramm, Selina, et al. “Systematic Preprocessing of Dielectric Spectroscopy Data
    and Estimating Viable Cell Densities.” <i>2023 IEEE 21st International Conference
    on Industrial Informatics (INDIN)</i>, edited by Jürgen Jasperneite et al., IEEE,
    2023, pp. 1–6, <a href="https://doi.org/10.1109/INDIN51400.2023.10218012">https://doi.org/10.1109/INDIN51400.2023.10218012</a>.
  short: S. Ramm, T. Hernández Rodriguez, B. Frahm, M. Pein-Hackelbusch, Systematic
    Preprocessing of Dielectric Spectroscopy Data and Estimating Viable Cell Densities,
    IEEE, [Piscataway, NJ], 2023.
  ufg: '<b>Ramm, Selina u. a.</b>: Systematic Preprocessing of Dielectric Spectroscopy
    Data and Estimating Viable Cell Densities, hg. von Jasperneite, Jürgen u. a.,
    [Piscataway, NJ] 2023.'
  van: 'Ramm S, Hernández Rodriguez T, Frahm B, Pein-Hackelbusch M. Systematic Preprocessing
    of Dielectric Spectroscopy Data and Estimating Viable Cell Densities. Jasperneite
    J, Wisniewski L, Fung Man K, Institute of Electrical and Electronics Engineers
    , editors. 2023 IEEE 21st International Conference on Industrial Informatics (INDIN).
    [Piscataway, NJ]: IEEE; 2023.'
conference:
  end_date: 2023-07-20
  location: Lemgo
  name: 21st International Conference on Industrial Informatics (INDIN)
  start_date: 2023-07-18
corporate_editor:
- 'Institute of Electrical and Electronics Engineers '
date_created: 2023-11-21T08:17:12Z
date_updated: 2025-04-29T07:38:03Z
department:
- _id: DEP4022
- _id: DEP4028
doi: 10.1109/INDIN51400.2023.10218012
editor:
- first_name: Jürgen
  full_name: Jasperneite, Jürgen
  id: '1899'
  last_name: Jasperneite
- first_name: Lukasz
  full_name: Wisniewski, Lukasz
  id: '1710'
  last_name: Wisniewski
- first_name: Kim
  full_name: Fung Man, Kim
  last_name: Fung Man
keyword:
- Spectroscopy
- Smoothing methods
- Systematics
- Phase measurement
- Linear regression
- Data models
- Dielectric measurement
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://ieeexplore.ieee.org/document/10218012
oa: '1'
page: 1-6
place: '[Piscataway, NJ]'
publication: 2023 IEEE 21st International Conference on Industrial Informatics (INDIN)
publication_identifier:
  eisbn:
  - 978-1-6654-9313-0
  isbn:
  - 978-1-6654-9314-7
  issn:
  - 1935-4576
publication_status: published
publisher: IEEE
status: public
title: Systematic Preprocessing of Dielectric Spectroscopy Data and Estimating Viable
  Cell Densities
type: conference_editor_article
user_id: '83781'
year: '2023'
...
---
_id: '11377'
abstract:
- lang: eng
  text: <jats:p>consuming and often performed rather empirically. Efficient optimization
    of multiple objectives such as process time, viable cell density, number of operating
    steps &amp; cultivation scales, required medium, amount of product as well as
    product quality depicts a promising approach. This contribution presents a workflow
    which couples uncertainty-based upstream simulation and Bayes optimization using
    Gaussian processes. Its application is demonstrated in a simulation case study
    for a relevant industrial task in process development, the design of a robust
    cell culture expansion process (seed train), meaning that despite uncertainties
    and variabilities concerning cell growth, low variations of viable cell density
    during the seed train are obtained. Compared to a non-optimized reference seed
    train, the optimized process showed much lower deviation rates regarding viable
    cell densities (&lt;10% instead of 41.7%) using five or four shake flask scales
    and seed train duration could be reduced by 56 h from 576 h to 520 h. Overall,
    it is shown that applying Bayes optimization allows for optimization of a multi-objective
    optimization function with several optimizable input variables and under a considerable
    amount of constraints with a low computational effort. This approach provides
    the potential to be used in the form of a decision tool, e.g., for the choice
    of an optimal and robust seed train design or for further optimization tasks within
    process development.
article_number: '883'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Anton
  full_name: Sekulic, Anton
  last_name: Sekulic
- first_name: Markus
  full_name: Lange-Hegermann, Markus
  id: '71761'
  last_name: Lange-Hegermann
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Sekulic A, Lange-Hegermann M, Frahm B. Designing Robust
    Biotechnological Processes Regarding Variabilities Using Multi-Objective Optimization
    Applied to a Biopharmaceutical Seed Train Design. <i>Processes</i>. 2022;10(5).
    doi:<a href="https://doi.org/10.3390/pr10050883">10.3390/pr10050883</a>
  apa: Hernández Rodriguez, T., Sekulic, A., Lange-Hegermann, M., &#38; Frahm, B.
    (2022). Designing Robust Biotechnological Processes Regarding Variabilities Using
    Multi-Objective Optimization Applied to a Biopharmaceutical Seed Train Design.
    <i>Processes</i>, <i>10</i>(5), Article 883. <a href="https://doi.org/10.3390/pr10050883">https://doi.org/10.3390/pr10050883</a>
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2022) Designing Robust Biotechnological
    Processes Regarding Variabilities Using Multi-Objective Optimization Applied to
    a Biopharmaceutical Seed Train Design. <i>Processes</i> <b>10</b>.
  chicago: Hernández Rodriguez, Tanja, Anton Sekulic, Markus Lange-Hegermann, and
    Björn Frahm. “Designing Robust Biotechnological Processes Regarding Variabilities
    Using Multi-Objective Optimization Applied to a Biopharmaceutical Seed Train Design.”
    <i>Processes</i> 10, no. 5 (2022). <a href="https://doi.org/10.3390/pr10050883">https://doi.org/10.3390/pr10050883</a>.
  chicago-de: Hernández Rodriguez, Tanja, Anton Sekulic, Markus Lange-Hegermann und
    Björn Frahm. 2022. Designing Robust Biotechnological Processes Regarding Variabilities
    Using Multi-Objective Optimization Applied to a Biopharmaceutical Seed Train Design.
    <i>Processes</i> 10, Nr. 5. doi:<a href="https://doi.org/10.3390/pr10050883">10.3390/pr10050883</a>,
    .
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Sekulic, Anton</span> ; <span style="font-variant:small-caps;">Lange-Hegermann,
    Markus</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>: Designing
    Robust Biotechnological Processes Regarding Variabilities Using Multi-Objective
    Optimization Applied to a Biopharmaceutical Seed Train Design. In: <i>Processes</i>
    Bd. 10. Basel, MDPI AG (2022), Nr. 5'
  havard: T. Hernández Rodriguez, A. Sekulic, M. Lange-Hegermann, B. Frahm, Designing
    Robust Biotechnological Processes Regarding Variabilities Using Multi-Objective
    Optimization Applied to a Biopharmaceutical Seed Train Design, Processes. 10 (2022).
  ieee: 'T. Hernández Rodriguez, A. Sekulic, M. Lange-Hegermann, and B. Frahm, “Designing
    Robust Biotechnological Processes Regarding Variabilities Using Multi-Objective
    Optimization Applied to a Biopharmaceutical Seed Train Design,” <i>Processes</i>,
    vol. 10, no. 5, Art. no. 883, 2022, doi: <a href="https://doi.org/10.3390/pr10050883">10.3390/pr10050883</a>.'
  mla: Hernández Rodriguez, Tanja, et al. “Designing Robust Biotechnological Processes
    Regarding Variabilities Using Multi-Objective Optimization Applied to a Biopharmaceutical
    Seed Train Design.” <i>Processes</i>, vol. 10, no. 5, 883, 2022, <a href="https://doi.org/10.3390/pr10050883">https://doi.org/10.3390/pr10050883</a>.
  short: T. Hernández Rodriguez, A. Sekulic, M. Lange-Hegermann, B. Frahm, Processes
    10 (2022).
  ufg: '<b>Hernández Rodriguez, Tanja u. a.</b>: Designing Robust Biotechnological
    Processes Regarding Variabilities Using Multi-Objective Optimization Applied to
    a Biopharmaceutical Seed Train Design, in: <i>Processes</i> 10 (2022), H. 5.'
  van: Hernández Rodriguez T, Sekulic A, Lange-Hegermann M, Frahm B. Designing Robust
    Biotechnological Processes Regarding Variabilities Using Multi-Objective Optimization
    Applied to a Biopharmaceutical Seed Train Design. Processes. 2022;10(5).
date_created: 2024-04-25T13:35:04Z
date_updated: 2024-05-21T09:30:15Z
department:
- _id: DEP4000
doi: 10.3390/pr10050883
intvolume: '        10'
issue: '5'
keyword:
- Gaussian processes
- Bayes optimization
- Pareto optimization
- multi-objective
- cell culture
- seed train
language:
- iso: eng
place: Basel
publication: Processes
publication_identifier:
  eissn:
  - 2227-9717
publication_status: published
publisher: MDPI AG
status: public
title: Designing Robust Biotechnological Processes Regarding Variabilities Using Multi-Objective
  Optimization Applied to a Biopharmaceutical Seed Train Design
type: scientific_journal_article
user_id: '83781'
volume: 10
year: '2022'
...
---
_id: '7932'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Selina
  full_name: Ramm, Selina
  id: '68713'
  last_name: Ramm
  orcid: https://orcid.org/0000-0002-0502-8032
- first_name: Markus
  full_name: Lange-Hegermann, Markus
  id: '71761'
  last_name: Lange-Hegermann
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Ramm S, Lange-Hegermann M, Frahm B. <i>A Systematic,
    Model-Based Workflow for Risk-Based Decision Making in Upstream Development</i>.
  apa: Hernández Rodriguez, T., Ramm, S., Lange-Hegermann, M., &#38; Frahm, B. (n.d.).
    <i>A systematic, model-based workflow for risk-based decision making in upstream
    development</i>. 5th annual Bioprocessing Summit Europe, Barcelona, Spain.
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (n.d.) <i>A Systematic, Model-Based
    Workflow for Risk-Based Decision Making in Upstream Development</i>. .
  chicago: Hernández Rodriguez, Tanja, Selina Ramm, Markus Lange-Hegermann, and Björn
    Frahm. <i>A Systematic, Model-Based Workflow for Risk-Based Decision Making in
    Upstream Development</i>, n.d.
  chicago-de: Hernández Rodriguez, Tanja, Selina Ramm, Markus Lange-Hegermann und
    Björn Frahm. <i>A systematic, model-based workflow for risk-based decision making
    in upstream development</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Ramm, Selina</span> ; <span style="font-variant:small-caps;">Lange-Hegermann,
    Markus</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>: <i>A
    systematic, model-based workflow for risk-based decision making in upstream development</i>'
  havard: T. Hernández Rodriguez, S. Ramm, M. Lange-Hegermann, B. Frahm, A systematic,
    model-based workflow for risk-based decision making in upstream development, n.d.
  ieee: T. Hernández Rodriguez, S. Ramm, M. Lange-Hegermann, and B. Frahm, <i>A systematic,
    model-based workflow for risk-based decision making in upstream development</i>.
  mla: Hernández Rodriguez, Tanja, et al. <i>A Systematic, Model-Based Workflow for
    Risk-Based Decision Making in Upstream Development</i>.
  short: T. Hernández Rodriguez, S. Ramm, M. Lange-Hegermann, B. Frahm, A Systematic,
    Model-Based Workflow for Risk-Based Decision Making in Upstream Development, n.d.
  ufg: '<b>Hernández Rodriguez, Tanja u. a.</b>: A systematic, model-based workflow
    for risk-based decision making in upstream development, o. O. u. J. .'
  van: Hernández Rodriguez T, Ramm S, Lange-Hegermann M, Frahm B. A systematic, model-based
    workflow for risk-based decision making in upstream development.
conference:
  end_date: 2022-03-24
  location: Barcelona, Spain
  name: 5th annual Bioprocessing Summit Europe
  start_date: 2022-03-22
date_created: 2022-05-04T19:35:20Z
date_updated: 2024-08-02T13:57:53Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: accepted
status: public
title: A systematic, model-based workflow for risk-based decision making in upstream
  development
type: conference_poster
user_id: '83781'
year: '2022'
...
---
_id: '7976'
author:
- first_name: Veronika
  full_name: Gassenmeier, Veronika
  id: '74048'
  last_name: Gassenmeier
- first_name: Sahar
  full_name: Deppe, Sahar
  id: '52121'
  last_name: Deppe
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Fabian
  full_name: Kuhfuß, Fabian
  last_name: Kuhfuß
- first_name: André
  full_name: Moser, André
  last_name: Moser
- first_name: Volker C.
  full_name: Hass, Volker C.
  last_name: Hass
- first_name: Kim B.
  full_name: Kuchemüller, Kim B.
  last_name: Kuchemüller
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Johannes
  full_name: Möller, Johannes
  last_name: Möller
- first_name: George Adrian
  full_name: Ifrim, George Adrian
  id: '73814'
  last_name: Ifrim
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Gassenmeier V, Deppe S, Hernández Rodriguez T, et al. Model-assisted DoE applied
    to microalgae processes, Current Research in Biotechnology. <i>Current Research
    in Biotechnology</i>. 2022;4:102-119. doi:<a href="https://doi.org/10.1016/j.crbiot.2022.01.005">10.1016/j.crbiot.2022.01.005</a>
  apa: Gassenmeier, V., Deppe, S., Hernández Rodriguez, T., Kuhfuß, F., Moser, A.,
    Hass, V. C., Kuchemüller, K. B., Pörtner, R., Möller, J., Ifrim, G. A., &#38;
    Frahm, B. (2022). Model-assisted DoE applied to microalgae processes, Current
    Research in Biotechnology. <i>Current Research in Biotechnology</i>, <i>4</i>,
    102–119. <a href="https://doi.org/10.1016/j.crbiot.2022.01.005">https://doi.org/10.1016/j.crbiot.2022.01.005</a>
  bjps: <b>Gassenmeier V <i>et al.</i></b> (2022) Model-Assisted DoE Applied to Microalgae
    Processes, Current Research in Biotechnology. <i>Current Research in Biotechnology</i>
    <b>4</b>, 102–119.
  chicago: 'Gassenmeier, Veronika, Sahar Deppe, Tanja Hernández Rodriguez, Fabian
    Kuhfuß, André Moser, Volker C. Hass, Kim B. Kuchemüller, et al. “Model-Assisted
    DoE Applied to Microalgae Processes, Current Research in Biotechnology.” <i>Current
    Research in Biotechnology</i> 4 (2022): 102–19. <a href="https://doi.org/10.1016/j.crbiot.2022.01.005">https://doi.org/10.1016/j.crbiot.2022.01.005</a>.'
  chicago-de: 'Gassenmeier, Veronika, Sahar Deppe, Tanja Hernández Rodriguez, Fabian
    Kuhfuß, André Moser, Volker C. Hass, Kim B. Kuchemüller, u. a. 2022. Model-assisted
    DoE applied to microalgae processes, Current Research in Biotechnology. <i>Current
    Research in Biotechnology</i> 4: 102–119. doi:<a href="https://doi.org/10.1016/j.crbiot.2022.01.005">10.1016/j.crbiot.2022.01.005</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Gassenmeier,
    Veronika</span> ; <span style="font-variant:small-caps;">Deppe, Sahar</span> ;
    <span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span> ; <span
    style="font-variant:small-caps;">Kuhfuß, Fabian</span> ; <span style="font-variant:small-caps;">Moser,
    André</span> ; <span style="font-variant:small-caps;">Hass, Volker C.</span> ;
    <span style="font-variant:small-caps;">Kuchemüller, Kim B.</span> ; <span style="font-variant:small-caps;">Pörtner,
    Ralf</span> ; u. a.</span>: Model-assisted DoE applied to microalgae processes,
    Current Research in Biotechnology. In: <i>Current Research in Biotechnology</i>
    Bd. 4, Elsevier (2022), S. 102–119'
  havard: V. Gassenmeier, S. Deppe, T. Hernández Rodriguez, F. Kuhfuß, A. Moser, V.C.
    Hass, K.B. Kuchemüller, R. Pörtner, J. Möller, G.A. Ifrim, B. Frahm, Model-assisted
    DoE applied to microalgae processes, Current Research in Biotechnology, Current
    Research in Biotechnology. 4 (2022) 102–119.
  ieee: 'V. Gassenmeier <i>et al.</i>, “Model-assisted DoE applied to microalgae processes,
    Current Research in Biotechnology,” <i>Current Research in Biotechnology</i>,
    vol. 4, pp. 102–119, 2022, doi: <a href="https://doi.org/10.1016/j.crbiot.2022.01.005">10.1016/j.crbiot.2022.01.005</a>.'
  mla: Gassenmeier, Veronika, et al. “Model-Assisted DoE Applied to Microalgae Processes,
    Current Research in Biotechnology.” <i>Current Research in Biotechnology</i>,
    vol. 4, 2022, pp. 102–19, <a href="https://doi.org/10.1016/j.crbiot.2022.01.005">https://doi.org/10.1016/j.crbiot.2022.01.005</a>.
  short: V. Gassenmeier, S. Deppe, T. Hernández Rodriguez, F. Kuhfuß, A. Moser, V.C.
    Hass, K.B. Kuchemüller, R. Pörtner, J. Möller, G.A. Ifrim, B. Frahm, Current Research
    in Biotechnology 4 (2022) 102–119.
  ufg: '<b>Gassenmeier, Veronika u. a.</b>: Model-assisted DoE applied to microalgae
    processes, Current Research in Biotechnology, in: <i>Current Research in Biotechnology</i>
    4 (2022),  S. 102–119.'
  van: Gassenmeier V, Deppe S, Hernández Rodriguez T, Kuhfuß F, Moser A, Hass VC,
    et al. Model-assisted DoE applied to microalgae processes, Current Research in
    Biotechnology. Current Research in Biotechnology. 2022;4:102–19.
date_created: 2022-05-05T11:14:10Z
date_updated: 2024-08-05T07:10:50Z
department:
- _id: DEP4021
doi: 10.1016/j.crbiot.2022.01.005
intvolume: '         4'
language:
- iso: eng
page: 102-119
publication: Current Research in Biotechnology
publication_identifier:
  eissn:
  - '2590-2628 '
publication_status: published
publisher: Elsevier
quality_controlled: '1'
status: public
title: Model-assisted DoE applied to microalgae processes, Current Research in Biotechnology
type: scientific_journal_article
user_id: '83781'
volume: 4
year: '2022'
...
---
_id: '7977'
abstract:
- lang: eng
  text: Kinetic growth models are a useful tool for a better understanding of microalgal
    cultivation and for optimizing cultivation conditions. The evaluation of such
    models requires experimental data that is laborious to generate in bioreactor
    settings. The experimental shake flask setting used in this study allows to run
    12 experiments at the same time, with 6 individual light intensities and light
    durations. This way, 54 biomass data sets were generated for the cultivation of
    the microalgae Chlorella vulgaris. To identify the model parameters, a stepwise
    parameter estimation procedure was applied. First, light-associated model parameters
    were estimated using additional measurements of local light intensities at differ
    heights within medium at different biomass concentrations. Next, substrate related
    model parameters were estimated, using experiments for which biomass and nitrate
    data were provided. Afterwards, growth-related model parameters were estimated
    by application of an extensive cross validation procedure.
author:
- first_name: Fabian
  full_name: Kuhfuß, Fabian
  last_name: Kuhfuß
- first_name: Veronika
  full_name: Gassenmeier, Veronika
  id: '74048'
  last_name: Gassenmeier
- first_name: Sahar
  full_name: Deppe, Sahar
  id: '52121'
  last_name: Deppe
- first_name: George Adrian
  full_name: Ifrim, George Adrian
  id: '73814'
  last_name: Ifrim
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Kuhfuß F, Gassenmeier V, Deppe S, Ifrim GA, Hernández Rodriguez T, Frahm B.
    View on a mechanistic model of Chlorella vulgaris in incubated shake flasks. <i>Bioprocess
    and Biosystems Engineering</i>. 2022;45:15-30. doi:<a href="https://doi.org/10.1007/s00449-021-02627-2">10.1007/s00449-021-02627-2</a>
  apa: Kuhfuß, F., Gassenmeier, V., Deppe, S., Ifrim, G. A., Hernández Rodriguez,
    T., &#38; Frahm, B. (2022). View on a mechanistic model of Chlorella vulgaris
    in incubated shake flasks. <i>Bioprocess and Biosystems Engineering</i>, <i>45</i>,
    15–30. <a href="https://doi.org/10.1007/s00449-021-02627-2">https://doi.org/10.1007/s00449-021-02627-2</a>
  bjps: <b>Kuhfuß F <i>et al.</i></b> (2022) View on a Mechanistic Model of Chlorella
    Vulgaris in Incubated Shake Flasks. <i>Bioprocess and Biosystems Engineering</i>
    <b>45</b>, 15–30.
  chicago: 'Kuhfuß, Fabian, Veronika Gassenmeier, Sahar Deppe, George Adrian Ifrim,
    Tanja Hernández Rodriguez, and Björn Frahm. “View on a Mechanistic Model of Chlorella
    Vulgaris in Incubated Shake Flasks.” <i>Bioprocess and Biosystems Engineering</i>
    45 (2022): 15–30. <a href="https://doi.org/10.1007/s00449-021-02627-2">https://doi.org/10.1007/s00449-021-02627-2</a>.'
  chicago-de: 'Kuhfuß, Fabian, Veronika Gassenmeier, Sahar Deppe, George Adrian Ifrim,
    Tanja Hernández Rodriguez und Björn Frahm. 2022. View on a mechanistic model of
    Chlorella vulgaris in incubated shake flasks. <i>Bioprocess and Biosystems Engineering</i>
    45: 15–30. doi:<a href="https://doi.org/10.1007/s00449-021-02627-2">10.1007/s00449-021-02627-2</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Kuhfuß, Fabian</span> ; <span
    style="font-variant:small-caps;">Gassenmeier, Veronika</span> ; <span style="font-variant:small-caps;">Deppe,
    Sahar</span> ; <span style="font-variant:small-caps;">Ifrim, George Adrian</span>
    ; <span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span> ; <span
    style="font-variant:small-caps;">Frahm, Björn</span>: View on a mechanistic model
    of Chlorella vulgaris in incubated shake flasks. In: <i>Bioprocess and Biosystems
    Engineering</i> Bd. 45. Berlin, Springer (2022), S. 15–30'
  havard: F. Kuhfuß, V. Gassenmeier, S. Deppe, G.A. Ifrim, T. Hernández Rodriguez,
    B. Frahm, View on a mechanistic model of Chlorella vulgaris in incubated shake
    flasks, Bioprocess and Biosystems Engineering. 45 (2022) 15–30.
  ieee: 'F. Kuhfuß, V. Gassenmeier, S. Deppe, G. A. Ifrim, T. Hernández Rodriguez,
    and B. Frahm, “View on a mechanistic model of Chlorella vulgaris in incubated
    shake flasks,” <i>Bioprocess and Biosystems Engineering</i>, vol. 45, pp. 15–30,
    2022, doi: <a href="https://doi.org/10.1007/s00449-021-02627-2">10.1007/s00449-021-02627-2</a>.'
  mla: Kuhfuß, Fabian, et al. “View on a Mechanistic Model of Chlorella Vulgaris in
    Incubated Shake Flasks.” <i>Bioprocess and Biosystems Engineering</i>, vol. 45,
    2022, pp. 15–30, <a href="https://doi.org/10.1007/s00449-021-02627-2">https://doi.org/10.1007/s00449-021-02627-2</a>.
  short: F. Kuhfuß, V. Gassenmeier, S. Deppe, G.A. Ifrim, T. Hernández Rodriguez,
    B. Frahm, Bioprocess and Biosystems Engineering 45 (2022) 15–30.
  ufg: '<b>Kuhfuß, Fabian u. a.</b>: View on a mechanistic model of Chlorella vulgaris
    in incubated shake flasks, in: <i>Bioprocess and Biosystems Engineering</i> 45
    (2022),  S. 15–30.'
  van: Kuhfuß F, Gassenmeier V, Deppe S, Ifrim GA, Hernández Rodriguez T, Frahm B.
    View on a mechanistic model of Chlorella vulgaris in incubated shake flasks. Bioprocess
    and Biosystems Engineering. 2022;45:15–30.
date_created: 2022-05-05T11:28:56Z
date_updated: 2024-08-05T07:07:37Z
department:
- _id: DEP4021
doi: 10.1007/s00449-021-02627-2
intvolume: '        45'
language:
- iso: eng
page: 15-30
place: Berlin
publication: Bioprocess and Biosystems Engineering
publication_identifier:
  eissn:
  - 1615-7605
  issn:
  - '1615-7591 '
publication_status: published
publisher: Springer
quality_controlled: '1'
status: public
title: View on a mechanistic model of Chlorella vulgaris in incubated shake flasks
type: scientific_journal_article
user_id: '83781'
volume: 45
year: '2022'
...
---
_id: '10193'
abstract:
- lang: eng
  text: Development and optimization of biopharmaceutical production processes with
    cell cultures is cost- and time-consuming and often performed rather empirically.
    Efficient optimization of multiple objectives such as process time, viable cell
    density, number of operating steps & cultivation scales, required medium, amount
    of product as well as product quality depicts a promising approach. This contribution
    presents a workflow which couples uncertainty-based upstream simulation and Bayes
    optimization using Gaussian processes. Its application is demonstrated in a simulation
    case study for a relevant industrial task in process development, the design of
    a robust cell culture expansion process (seed train), meaning that despite uncertainties
    and variabilities concerning cell growth, low variations of viable cell density
    during the seed train are obtained. Compared to a non-optimized reference seed
    train, the optimized process showed much lower deviation rates regarding viable
    cell densities (<10% instead of 41.7%) using five or four shake flask scales and
    seed train duration could be reduced by 56 h from 576 h to 520 h. Overall, it
    is shown that applying Bayes optimization allows for optimization of a multi-objective
    optimization function with several optimizable input variables and under a considerable
    amount of constraints with a low computational effort. This approach provides
    the potential to be used in the form of a decision tool, e.g., for the choice
    of an optimal and robust seed train design or for further optimization tasks within
    process development.
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Anton
  full_name: Sekulic, Anton
  last_name: Sekulic
- first_name: Markus
  full_name: Lange-Hegermann, Markus
  id: '71761'
  last_name: Lange-Hegermann
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: 'Hernández Rodriguez T, Sekulic A, Lange-Hegermann M, Frahm B. Designing robust
    biotechnological processes regarding variabilities using multi-objective optimization
    applied to a biopharmaceutical seed train design. In: Pörtner R, Möller J, eds.
    <i>Bioprocess Systems Engineering Applications in Pharmaceutical Manufacturing</i>.
    Vol special issue. Processes : open access journal. MDPI; 2022:21-48. doi:<a href="https://doi.org/10.3390/pr10050883">https://doi.org/10.3390/pr10050883</a>'
  apa: 'Hernández Rodriguez, T., Sekulic, A., Lange-Hegermann, M., &#38; Frahm, B.
    (2022). Designing robust biotechnological processes regarding variabilities using
    multi-objective optimization applied to a biopharmaceutical seed train design.
    In R. Pörtner &#38; J. Möller (Eds.), <i>Bioprocess Systems Engineering Applications
    in Pharmaceutical Manufacturing: Vol. special issue</i> (pp. 21–48). MDPI. <a
    href="https://doi.org/10.3390/pr10050883">https://doi.org/10.3390/pr10050883</a>'
  bjps: '<b>Hernández Rodriguez T <i>et al.</i></b> (2022) Designing Robust Biotechnological
    Processes Regarding Variabilities Using Multi-Objective Optimization Applied to
    a Biopharmaceutical Seed Train Design. In Pörtner R and Möller J (eds), <i>Bioprocess
    Systems Engineering Applications in Pharmaceutical Manufacturing</i>, vol. special
    issue. Basel: MDPI, pp. 21–48.'
  chicago: 'Hernández Rodriguez, Tanja, Anton Sekulic, Markus Lange-Hegermann, and
    Björn Frahm. “Designing Robust Biotechnological Processes Regarding Variabilities
    Using Multi-Objective Optimization Applied to a Biopharmaceutical Seed Train Design.”
    In <i>Bioprocess Systems Engineering Applications in Pharmaceutical Manufacturing</i>,
    edited by Ralf Pörtner and Johannes Möller, special issue:21–48. Processes : Open
    Access Journal. Basel: MDPI, 2022. <a href="https://doi.org/10.3390/pr10050883">https://doi.org/10.3390/pr10050883</a>.'
  chicago-de: 'Hernández Rodriguez, Tanja, Anton Sekulic, Markus Lange-Hegermann und
    Björn Frahm. 2022. Designing robust biotechnological processes regarding variabilities
    using multi-objective optimization applied to a biopharmaceutical seed train design.
    In: <i>Bioprocess Systems Engineering Applications in Pharmaceutical Manufacturing</i>,
    hg. von Ralf Pörtner und Johannes Möller, special issue:21–48. Processes : open
    access journal. Basel: MDPI. doi:<a href="https://doi.org/10.3390/pr10050883">https://doi.org/10.3390/pr10050883</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Sekulic, Anton</span> ; <span style="font-variant:small-caps;">Lange-Hegermann,
    Markus</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>: Designing
    robust biotechnological processes regarding variabilities using multi-objective
    optimization applied to a biopharmaceutical seed train design. In: <span style="font-variant:small-caps;">Pörtner,
    R.</span> ; <span style="font-variant:small-caps;">Möller, J.</span> (Hrsg.):
    <i>Bioprocess Systems Engineering Applications in Pharmaceutical Manufacturing</i>,
    <i>Processes : open access journal</i>. Bd. special issue. Basel : MDPI, 2022,
    S. 21–48'
  havard: 'T. Hernández Rodriguez, A. Sekulic, M. Lange-Hegermann, B. Frahm, Designing
    robust biotechnological processes regarding variabilities using multi-objective
    optimization applied to a biopharmaceutical seed train design, in: R. Pörtner,
    J. Möller (Eds.), Bioprocess Systems Engineering Applications in Pharmaceutical
    Manufacturing, MDPI, Basel, 2022: pp. 21–48.'
  ieee: 'T. Hernández Rodriguez, A. Sekulic, M. Lange-Hegermann, and B. Frahm, “Designing
    robust biotechnological processes regarding variabilities using multi-objective
    optimization applied to a biopharmaceutical seed train design,” in <i>Bioprocess
    Systems Engineering Applications in Pharmaceutical Manufacturing</i>, vol. special
    issue, R. Pörtner and J. Möller, Eds. Basel: MDPI, 2022, pp. 21–48. doi: <a href="https://doi.org/10.3390/pr10050883">https://doi.org/10.3390/pr10050883</a>.'
  mla: Hernández Rodriguez, Tanja, et al. “Designing Robust Biotechnological Processes
    Regarding Variabilities Using Multi-Objective Optimization Applied to a Biopharmaceutical
    Seed Train Design.” <i>Bioprocess Systems Engineering Applications in Pharmaceutical
    Manufacturing</i>, edited by Ralf Pörtner and Johannes Möller, vol. special issue,
    MDPI, 2022, pp. 21–48, <a href="https://doi.org/10.3390/pr10050883">https://doi.org/10.3390/pr10050883</a>.
  short: 'T. Hernández Rodriguez, A. Sekulic, M. Lange-Hegermann, B. Frahm, in: R.
    Pörtner, J. Möller (Eds.), Bioprocess Systems Engineering Applications in Pharmaceutical
    Manufacturing, MDPI, Basel, 2022, pp. 21–48.'
  ufg: '<b>Hernández Rodriguez, Tanja u. a.</b>: Designing robust biotechnological
    processes regarding variabilities using multi-objective optimization applied to
    a biopharmaceutical seed train design, in: <i>Pörtner, Ralf/Möller, Johannes (Hgg.)</i>:
    Bioprocess Systems Engineering Applications in Pharmaceutical Manufacturing, Band
    <i>special issue</i>, Basel 2022 (Processes : open access journal),  S. 21–48.'
  van: 'Hernández Rodriguez T, Sekulic A, Lange-Hegermann M, Frahm B. Designing robust
    biotechnological processes regarding variabilities using multi-objective optimization
    applied to a biopharmaceutical seed train design. In: Pörtner R, Möller J, editors.
    Bioprocess Systems Engineering Applications in Pharmaceutical Manufacturing. Basel:
    MDPI; 2022. p. 21–48. (Processes : open access journal; vol. special issue).'
date_created: 2023-08-08T12:58:36Z
date_updated: 2023-08-16T09:24:16Z
department:
- _id: DEP4000
doi: https://doi.org/10.3390/pr10050883
editor:
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Johannes
  full_name: Möller, Johannes
  last_name: Möller
keyword:
- Gaussian processes
- Bayes optimization
- Pareto optimization
- multi-objective
- cell culture
- seed train
language:
- iso: eng
page: 21-48
place: Basel
publication: Bioprocess Systems Engineering Applications in Pharmaceutical Manufacturing
publication_identifier:
  eisbn:
  - 978-3-0365-5209-5
  eissn:
  - 2227-9717
  isbn:
  - 978-3-0365-5210-1
publication_status: published
publisher: MDPI
quality_controlled: '1'
series_title: 'Processes : open access journal'
status: public
title: Designing robust biotechnological processes regarding variabilities using multi-objective
  optimization applied to a biopharmaceutical seed train design
type: book_chapter
user_id: '83781'
volume: special issue
year: '2022'
...
---
_id: '10197'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Christoph
  full_name: Posch, Christoph
  last_name: Posch
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Posch C, Pörtner R, Frahm B. <i>Model Assisted Design
    Strategies for Bioprocesses – Advanced Statistical Methods in Industrial Upstream
    Cell Culture</i>.; 2022.
  apa: Hernández Rodriguez, T., Posch, C., Pörtner, R., &#38; Frahm, B. (2022). Model
    assisted Design Strategies for Bioprocesses – Advanced statistical methods in
    industrial upstream cell culture. In <i>ACHEMA 2022</i>. ACHEMA 2022, Frankfurt
    am Main, Germany.
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2022) <i>Model Assisted Design
    Strategies for Bioprocesses – Advanced Statistical Methods in Industrial Upstream
    Cell Culture</i>. .
  chicago: Hernández Rodriguez, Tanja, Christoph Posch, Ralf Pörtner, and Björn Frahm.
    <i>Model Assisted Design Strategies for Bioprocesses – Advanced Statistical Methods
    in Industrial Upstream Cell Culture</i>. <i>ACHEMA 2022</i>, 2022.
  chicago-de: Hernández Rodriguez, Tanja, Christoph Posch, Ralf Pörtner und Björn
    Frahm. 2022. <i>Model assisted Design Strategies for Bioprocesses – Advanced statistical
    methods in industrial upstream cell culture</i>. <i>ACHEMA 2022</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Posch, Christoph</span> ; <span style="font-variant:small-caps;">Pörtner,
    Ralf</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>: <i>Model
    assisted Design Strategies for Bioprocesses – Advanced statistical methods in
    industrial upstream cell culture</i>, 2022'
  havard: T. Hernández Rodriguez, C. Posch, R. Pörtner, B. Frahm, Model assisted Design
    Strategies for Bioprocesses – Advanced statistical methods in industrial upstream
    cell culture, 2022.
  ieee: T. Hernández Rodriguez, C. Posch, R. Pörtner, and B. Frahm, <i>Model assisted
    Design Strategies for Bioprocesses – Advanced statistical methods in industrial
    upstream cell culture</i>. 2022.
  mla: Hernández Rodriguez, Tanja, et al. “Model Assisted Design Strategies for Bioprocesses
    – Advanced Statistical Methods in Industrial Upstream Cell Culture.” <i>ACHEMA
    2022</i>, 2022.
  short: T. Hernández Rodriguez, C. Posch, R. Pörtner, B. Frahm, Model Assisted Design
    Strategies for Bioprocesses – Advanced Statistical Methods in Industrial Upstream
    Cell Culture, 2022.
  ufg: '<b>Hernández Rodriguez, Tanja u. a.</b>: Model assisted Design Strategies
    for Bioprocesses – Advanced statistical methods in industrial upstream cell culture,
    o. O. 2022.'
  van: Hernández Rodriguez T, Posch C, Pörtner R, Frahm B. Model assisted Design Strategies
    for Bioprocesses – Advanced statistical methods in industrial upstream cell culture.
    ACHEMA 2022. 2022.
conference:
  end_date: 2022-08-26
  location: Frankfurt am Main, Germany
  name: ACHEMA 2022
  start_date: 2022-08-22
date_created: 2023-08-08T13:26:41Z
date_updated: 2023-08-14T09:40:43Z
department:
- _id: DEP4000
language:
- iso: eng
publication: ACHEMA 2022
publication_status: published
status: public
title: Model assisted Design Strategies for Bioprocesses – Advanced statistical methods
  in industrial upstream cell culture
type: conference_speech
user_id: '83781'
year: '2022'
...
---
_id: '10198'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Markus
  full_name: Lange-Hegermann, Markus
  id: '71761'
  last_name: Lange-Hegermann
- first_name: Florian M.
  full_name: Wurm, Florian M.
  last_name: Wurm
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Pörtner R, Lange-Hegermann M, Wurm FM, Frahm B. <i>A
    Systematic, Model-Based Approach for Decision Making in Upstream Development –
    Considerations Regarding Clone Selection and Cell Expansion</i>.
  apa: 'Hernández Rodriguez, T., Pörtner, R., Lange-Hegermann, M., Wurm, F. M., &#38;
    Frahm, B. (n.d.). <i>A systematic, model-based approach for decision making in
    upstream development – Considerations regarding clone selection and cell expansion</i>.
    27th Meeting of the European Society for Animal Cell Technology (ESACT): Advanced
    Cell Technologies: Making Protein, Cell, and Gene Therapies a Reality, Lisbon,
    Portugal .'
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (n.d.) <i>A Systematic, Model-Based
    Approach for Decision Making in Upstream Development – Considerations Regarding
    Clone Selection and Cell Expansion</i>. .
  chicago: Hernández Rodriguez, Tanja, Ralf Pörtner, Markus Lange-Hegermann, Florian
    M. Wurm, and Björn Frahm. <i>A Systematic, Model-Based Approach for Decision Making
    in Upstream Development – Considerations Regarding Clone Selection and Cell Expansion</i>,
    n.d.
  chicago-de: Hernández Rodriguez, Tanja, Ralf Pörtner, Markus Lange-Hegermann, Florian
    M. Wurm und Björn Frahm. <i>A systematic, model-based approach for decision making
    in upstream development – Considerations regarding clone selection and cell expansion</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Pörtner, Ralf</span> ; <span style="font-variant:small-caps;">Lange-Hegermann,
    Markus</span> ; <span style="font-variant:small-caps;">Wurm, Florian M.</span>
    ; <span style="font-variant:small-caps;">Frahm, Björn</span>: <i>A systematic,
    model-based approach for decision making in upstream development – Considerations
    regarding clone selection and cell expansion</i>'
  havard: T. Hernández Rodriguez, R. Pörtner, M. Lange-Hegermann, F.M. Wurm, B. Frahm,
    A systematic, model-based approach for decision making in upstream development
    – Considerations regarding clone selection and cell expansion, n.d.
  ieee: T. Hernández Rodriguez, R. Pörtner, M. Lange-Hegermann, F. M. Wurm, and B.
    Frahm, <i>A systematic, model-based approach for decision making in upstream development
    – Considerations regarding clone selection and cell expansion</i>.
  mla: Hernández Rodriguez, Tanja, et al. <i>A Systematic, Model-Based Approach for
    Decision Making in Upstream Development – Considerations Regarding Clone Selection
    and Cell Expansion</i>.
  short: T. Hernández Rodriguez, R. Pörtner, M. Lange-Hegermann, F.M. Wurm, B. Frahm,
    A Systematic, Model-Based Approach for Decision Making in Upstream Development
    – Considerations Regarding Clone Selection and Cell Expansion, n.d.
  ufg: '<b>Hernández Rodriguez, Tanja u. a.</b>: A systematic, model-based approach
    for decision making in upstream development – Considerations regarding clone selection
    and cell expansion, o. O. u. J. .'
  van: Hernández Rodriguez T, Pörtner R, Lange-Hegermann M, Wurm FM, Frahm B. A systematic,
    model-based approach for decision making in upstream development – Considerations
    regarding clone selection and cell expansion.
conference:
  end_date: 2022-06-29
  location: 'Lisbon, Portugal '
  name: '27th Meeting of the European Society for Animal Cell Technology (ESACT):
    Advanced Cell Technologies: Making Protein, Cell, and Gene Therapies a Reality'
  start_date: 2022-06-26
date_created: 2023-08-08T13:50:25Z
date_updated: 2024-08-02T14:14:55Z
department:
- _id: DEP4000
language:
- iso: eng
publication_status: accepted
quality_controlled: '1'
status: public
title: A systematic, model-based approach for decision making in upstream development
  – Considerations regarding clone selection and cell expansion
type: conference_poster
user_id: '83781'
year: '2022'
...
---
_id: '11376'
abstract:
- lang: eng
  text: <jats:p>concentration is an important objective. The phenotype of the cells
    in a reactor plays an important role. Are clonal cell populations showing high
    cell-specific growth rates more favorable than cell lines with higher cell-specific
    productivities or vice versa? Five clonal Chinese hamster ovary cell populations
    were analyzed based on the data of a 3-month-stability study. We adapted a mechanistic
    cell culture model to the experimental data of one such clonally derived cell
    population. Uncertainties and prior knowledge concerning model parameters were
    considered using Bayesian parameter estimations. This model was used then to define
    an inoculum train protocol. Based on this, we subsequently simulated the impacts
    of differences in growth rates (±10%) and production rates (±10% and ±50%) on
    the overall cultivation time, including making the inoculum train cultures; the
    final production phase, the volumetric titer in that bioreactor and the ratio
    of both, defined as overall process productivity. We showed thus unequivocally
    that growth rates have a higher impact (up to three times) on overall process
    productivity and for product output per year, whereas cells with higher productivity
    can potentially generate higher product concentrations in the production vessel.
article_number: '964'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Sophie
  full_name: Morerod, Sophie
  last_name: Morerod
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Florian M.
  full_name: Wurm, Florian M.
  last_name: Wurm
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Morerod S, Pörtner R, Wurm FM, Frahm B. Considerations
    of the Impacts of Cell-Specific Growth and Production Rate on Clone Selection—A
    Simulation Study. <i>Processes</i>. 2021;9(6). doi:<a href="https://doi.org/10.3390/pr9060964">10.3390/pr9060964</a>
  apa: Hernández Rodriguez, T., Morerod, S., Pörtner, R., Wurm, F. M., &#38; Frahm,
    B. (2021). Considerations of the Impacts of Cell-Specific Growth and Production
    Rate on Clone Selection—A Simulation Study. <i>Processes</i>, <i>9</i>(6), Article
    964. <a href="https://doi.org/10.3390/pr9060964">https://doi.org/10.3390/pr9060964</a>
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2021) Considerations of the Impacts
    of Cell-Specific Growth and Production Rate on Clone Selection—A Simulation Study.
    <i>Processes</i> <b>9</b>.
  chicago: Hernández Rodriguez, Tanja, Sophie Morerod, Ralf Pörtner, Florian M. Wurm,
    and Björn Frahm. “Considerations of the Impacts of Cell-Specific Growth and Production
    Rate on Clone Selection—A Simulation Study.” <i>Processes</i> 9, no. 6 (2021).
    <a href="https://doi.org/10.3390/pr9060964">https://doi.org/10.3390/pr9060964</a>.
  chicago-de: Hernández Rodriguez, Tanja, Sophie Morerod, Ralf Pörtner, Florian M.
    Wurm und Björn Frahm. 2021. Considerations of the Impacts of Cell-Specific Growth
    and Production Rate on Clone Selection—A Simulation Study. <i>Processes</i> 9,
    Nr. 6. doi:<a href="https://doi.org/10.3390/pr9060964">10.3390/pr9060964</a>,
    .
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Morerod, Sophie</span> ; <span style="font-variant:small-caps;">Pörtner,
    Ralf</span> ; <span style="font-variant:small-caps;">Wurm, Florian M.</span> ;
    <span style="font-variant:small-caps;">Frahm, Björn</span>: Considerations of
    the Impacts of Cell-Specific Growth and Production Rate on Clone Selection—A Simulation
    Study. In: <i>Processes</i> Bd. 9. Basel, MDPI AG (2021), Nr. 6'
  havard: T. Hernández Rodriguez, S. Morerod, R. Pörtner, F.M. Wurm, B. Frahm, Considerations
    of the Impacts of Cell-Specific Growth and Production Rate on Clone Selection—A
    Simulation Study, Processes. 9 (2021).
  ieee: 'T. Hernández Rodriguez, S. Morerod, R. Pörtner, F. M. Wurm, and B. Frahm,
    “Considerations of the Impacts of Cell-Specific Growth and Production Rate on
    Clone Selection—A Simulation Study,” <i>Processes</i>, vol. 9, no. 6, Art. no.
    964, 2021, doi: <a href="https://doi.org/10.3390/pr9060964">10.3390/pr9060964</a>.'
  mla: Hernández Rodriguez, Tanja, et al. “Considerations of the Impacts of Cell-Specific
    Growth and Production Rate on Clone Selection—A Simulation Study.” <i>Processes</i>,
    vol. 9, no. 6, 964, 2021, <a href="https://doi.org/10.3390/pr9060964">https://doi.org/10.3390/pr9060964</a>.
  short: T. Hernández Rodriguez, S. Morerod, R. Pörtner, F.M. Wurm, B. Frahm, Processes
    9 (2021).
  ufg: '<b>Hernández Rodriguez, Tanja u. a.</b>: Considerations of the Impacts of
    Cell-Specific Growth and Production Rate on Clone Selection—A Simulation Study,
    in: <i>Processes</i> 9 (2021), H. 6.'
  van: Hernández Rodriguez T, Morerod S, Pörtner R, Wurm FM, Frahm B. Considerations
    of the Impacts of Cell-Specific Growth and Production Rate on Clone Selection—A
    Simulation Study. Processes. 2021;9(6).
date_created: 2024-04-25T13:34:26Z
date_updated: 2024-05-21T09:29:02Z
department:
- _id: DEP4000
doi: 10.3390/pr9060964
intvolume: '         9'
issue: '6'
keyword:
- clonal cell population
- phenotypic diversity
- inoculum train
- uncertainty-based
- cell culture model
- biopharmaceutical manufacturing
language:
- iso: eng
place: Basel
publication: Processes
publication_identifier:
  eissn:
  - 2227-9717
publication_status: published
publisher: MDPI AG
status: public
title: Considerations of the Impacts of Cell-Specific Growth and Production Rate on
  Clone Selection—A Simulation Study
type: scientific_journal_article
user_id: '83781'
volume: 9
year: '2021'
...
---
_id: '7927'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Frahm B. <i>Model-Based Methods in Bioprocess Technology
    - Bioprocess Modeling, Simulation and Prediction</i>.; 2021.
  apa: Hernández Rodriguez, T., &#38; Frahm, B. (2021). <i>Model-based methods in
    bioprocess technology - Bioprocess modeling, simulation and prediction</i>. International
    Week “Digitalization and Sustainability in Higher Education,” SeAMK, Seinäjoki,
    Finnland.
  bjps: <b>Hernández Rodriguez T and Frahm B</b> (2021) <i>Model-Based Methods in
    Bioprocess Technology - Bioprocess Modeling, Simulation and Prediction</i>. .
  chicago: Hernández Rodriguez, Tanja, and Björn Frahm. <i>Model-Based Methods in
    Bioprocess Technology - Bioprocess Modeling, Simulation and Prediction</i>, 2021.
  chicago-de: Hernández Rodriguez, Tanja und Björn Frahm. 2021. <i>Model-based methods
    in bioprocess technology - Bioprocess modeling, simulation and prediction</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Frahm, Björn</span>: <i>Model-based methods
    in bioprocess technology - Bioprocess modeling, simulation and prediction</i>,
    2021'
  havard: T. Hernández Rodriguez, B. Frahm, Model-based methods in bioprocess technology
    - Bioprocess modeling, simulation and prediction, 2021.
  ieee: T. Hernández Rodriguez and B. Frahm, <i>Model-based methods in bioprocess
    technology - Bioprocess modeling, simulation and prediction</i>. 2021.
  mla: Hernández Rodriguez, Tanja, and Björn Frahm. <i>Model-Based Methods in Bioprocess
    Technology - Bioprocess Modeling, Simulation and Prediction</i>. 2021.
  short: T. Hernández Rodriguez, B. Frahm, Model-Based Methods in Bioprocess Technology
    - Bioprocess Modeling, Simulation and Prediction, 2021.
  ufg: '<b>Hernández Rodriguez, Tanja/Frahm, Björn</b>: Model-based methods in bioprocess
    technology - Bioprocess modeling, simulation and prediction, o. O. 2021.'
  van: Hernández Rodriguez T, Frahm B. Model-based methods in bioprocess technology
    - Bioprocess modeling, simulation and prediction. 2021.
conference:
  end_date: 2021-02-19
  location: SeAMK, Seinäjoki, Finnland
  name: International Week 'Digitalization and Sustainability in Higher Education'
  start_date: 2021-02-15
date_created: 2022-05-04T19:17:03Z
date_updated: 2023-08-21T08:11:25Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Model-based methods in bioprocess technology - Bioprocess modeling, simulation
  and prediction
type: conference_speech
user_id: '83781'
year: '2021'
...
---
_id: '7931'
author:
- first_name: André
  full_name: Moser, André
  last_name: Moser
- first_name: Johannes
  full_name: Möller, Johannes
  last_name: Möller
- first_name: Kim B.
  full_name: Kuchemüller, Kim B.
  last_name: Kuchemüller
- first_name: Sahar
  full_name: Deppe, Sahar
  last_name: Deppe
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Veronika
  full_name: Gassenmeier, Veronika
  id: '74048'
  last_name: Gassenmeier
- first_name: George Adrian
  full_name: Ifrim, George Adrian
  id: '73814'
  last_name: Ifrim
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Volker C.
  full_name: Hass, Volker C.
  last_name: Hass
citation:
  ama: Moser A, Möller J, Kuchemüller KB, et al. <i>Model-Assisted Design of Experiments
    - Concept, Software and Applications</i>.; 2021.
  apa: Moser, A., Möller, J., Kuchemüller, K. B., Deppe, S., Hernández Rodriguez,
    T., Gassenmeier, V., … Hass, V. C. (2021). <i>Model-assisted Design of Experiments
    - Concept, Software and Applications</i>. Presented at the 24th International
    Congress of Chemical and Process Engineering, CHISA 2021, as a web conference,
    Prague, Czech Republic.
  bjps: <b>Moser A <i>et al.</i></b> (2021) <i>Model-Assisted Design of Experiments
    - Concept, Software and Applications</i>. .
  chicago: Moser, André, Johannes Möller, Kim B. Kuchemüller, Sahar Deppe, Tanja Hernández
    Rodriguez, Veronika Gassenmeier, George Adrian Ifrim, Björn Frahm, Ralf Pörtner,
    and Volker C. Hass. <i>Model-Assisted Design of Experiments - Concept, Software
    and Applications</i>, 2021.
  chicago-de: Moser, André, Johannes Möller, Kim B. Kuchemüller, Sahar Deppe, Tanja
    Hernández Rodriguez, Veronika Gassenmeier, George Adrian Ifrim, Björn Frahm, Ralf
    Pörtner und Volker C. Hass. 2021. <i>Model-assisted Design of Experiments - Concept,
    Software and Applications</i>.
  din1505-2-1: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Moser,
    André</span> ; <span style="font-variant:small-caps;">Möller, Johannes</span>
    ; <span style="font-variant:small-caps;">Kuchemüller, Kim B.</span> ; <span style="font-variant:small-caps;">Deppe,
    Sahar</span> ; <span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Gassenmeier, Veronika</span> ; <span
    style="font-variant:small-caps;">Ifrim, George Adrian</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span> ; u. a.</span>: <i>Model-assisted Design of Experiments - Concept,
    Software and Applications</i>, 2021'
  havard: A. Moser, J. Möller, K.B. Kuchemüller, S. Deppe, T. Hernández Rodriguez,
    V. Gassenmeier, G.A. Ifrim, B. Frahm, R. Pörtner, V.C. Hass, Model-assisted Design
    of Experiments - Concept, Software and Applications, 2021.
  ieee: A. Moser <i>et al.</i>, <i>Model-assisted Design of Experiments - Concept,
    Software and Applications</i>. 2021.
  mla: Moser, André, et al. <i>Model-Assisted Design of Experiments - Concept, Software
    and Applications</i>. 2021.
  short: A. Moser, J. Möller, K.B. Kuchemüller, S. Deppe, T. Hernández Rodriguez,
    V. Gassenmeier, G.A. Ifrim, B. Frahm, R. Pörtner, V.C. Hass, Model-Assisted Design
    of Experiments - Concept, Software and Applications, 2021.
  ufg: '<b>Moser, André et. al. (2021)</b>: Model-assisted Design of Experiments -
    Concept, Software and Applications.'
  van: Moser A, Möller J, Kuchemüller KB, Deppe S, Hernández Rodriguez T, Gassenmeier
    V, et al. Model-assisted Design of Experiments - Concept, Software and Applications.
    2021.
conference:
  end_date: 2021-03-18
  location: as a web conference, Prague, Czech Republic
  name: 24th International Congress of Chemical and Process Engineering, CHISA 2021
  start_date: 2021-03-15
date_created: 2022-05-04T19:32:05Z
date_updated: 2023-03-15T13:50:12Z
department:
- _id: DEP4021
language:
- iso: eng
status: public
title: Model-assisted Design of Experiments - Concept, Software and Applications
type: conference_poster
user_id: '45673'
year: 2021
...
---
_id: '7983'
abstract:
- lang: eng
  text: For the manufacturing of complex biopharmaceuticals using bioreactors with
    cultivated mammalian cells, high product concentration is an important objective.
    The phenotype of the cells in a reactor plays an important role. Are clonal cell
    populations showing high cell-specific growth rates more favorable than cell lines
    with higher cell-specific productivities or vice versa? Five clonal Chinese hamster
    ovary cell populations were analyzed based on the data of a 3-month-stability
    study. We adapted a mechanistic cell culture model to the experimental data of
    one such clonally derived cell population. Uncertainties and prior knowledge concerning
    model parameters were considered using Bayesian parameter estimations. This model
    was used then to define an inoculum train protocol. Based on this, we subsequently
    simulated the impacts of differences in growth rates (±10%) and production rates
    (±10% and ±50%) on the overall cultivation time, including making the inoculum
    train cultures; the final production phase, the volumetric titer in that bioreactor
    and the ratio of both, defined as overall process productivity. We showed thus
    unequivocally that growth rates have a higher impact (up to three times) on overall
    process productivity and for product output per year, whereas cells with higher
    productivity can potentially generate higher product concentrations in the production
    vessel.
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Sophie
  full_name: Morerod, Sophie
  last_name: Morerod
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Florian M.
  full_name: Wurm, Florian M.
  last_name: Wurm
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: 'Hernández Rodriguez T, Morerod S, Pörtner R, Wurm FM, Frahm B. Considerations
    of the impacts of cell-specific growth and production rate on clone selection
    – a simulation study. In: <i>Bioprocess Systems Engineering Applications in Pharmaceutical
    Manufacturing</i>. Vol special issue. Processes : open access journal . MDPI;
    2021:49-74. doi:<a href="https://doi.org/10.3390/pr9060964">10.3390/pr9060964</a>'
  apa: 'Hernández Rodriguez, T., Morerod, S., Pörtner, R., Wurm, F. M., &#38; Frahm,
    B. (2021). Considerations of the impacts of cell-specific growth and production
    rate on clone selection – a simulation study. In <i>Bioprocess Systems Engineering
    Applications in Pharmaceutical Manufacturing: Vol. special issue</i> (pp. 49–74).
    MDPI. <a href="https://doi.org/10.3390/pr9060964">https://doi.org/10.3390/pr9060964</a>'
  bjps: '<b>Hernández Rodriguez T <i>et al.</i></b> (2021) Considerations of the Impacts
    of Cell-Specific Growth and Production Rate on Clone Selection – a Simulation
    Study. <i>Bioprocess Systems Engineering Applications in Pharmaceutical Manufacturing</i>,
    vol. special issue. Basel: MDPI, pp. 49–74.'
  chicago: 'Hernández Rodriguez, Tanja, Sophie Morerod, Ralf Pörtner, Florian M. Wurm,
    and Björn Frahm. “Considerations of the Impacts of Cell-Specific Growth and Production
    Rate on Clone Selection – a Simulation Study.” In <i>Bioprocess Systems Engineering
    Applications in Pharmaceutical Manufacturing</i>, special issue:49–74. Processes :
    Open Access Journal . Basel: MDPI, 2021. <a href="https://doi.org/10.3390/pr9060964">https://doi.org/10.3390/pr9060964</a>.'
  chicago-de: 'Hernández Rodriguez, Tanja, Sophie Morerod, Ralf Pörtner, Florian M.
    Wurm und Björn Frahm. 2021. Considerations of the impacts of cell-specific growth
    and production rate on clone selection – a simulation study. In: <i>Bioprocess
    Systems Engineering Applications in Pharmaceutical Manufacturing</i>, special
    issue:49–74. Processes : open access journal . Basel: MDPI. doi:<a href="https://doi.org/10.3390/pr9060964">10.3390/pr9060964</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Morerod, Sophie</span> ; <span style="font-variant:small-caps;">Pörtner,
    Ralf</span> ; <span style="font-variant:small-caps;">Wurm, Florian M.</span> ;
    <span style="font-variant:small-caps;">Frahm, Björn</span>: Considerations of
    the impacts of cell-specific growth and production rate on clone selection – a
    simulation study. In: <i>Bioprocess Systems Engineering Applications in Pharmaceutical
    Manufacturing</i>, <i>Processes : open access journal </i>. Bd. special issue.
    Basel : MDPI, 2021, S. 49–74'
  havard: 'T. Hernández Rodriguez, S. Morerod, R. Pörtner, F.M. Wurm, B. Frahm, Considerations
    of the impacts of cell-specific growth and production rate on clone selection
    – a simulation study, in: Bioprocess Systems Engineering Applications in Pharmaceutical
    Manufacturing, MDPI, Basel, 2021: pp. 49–74.'
  ieee: 'T. Hernández Rodriguez, S. Morerod, R. Pörtner, F. M. Wurm, and B. Frahm,
    “Considerations of the impacts of cell-specific growth and production rate on
    clone selection – a simulation study,” in <i>Bioprocess Systems Engineering Applications
    in Pharmaceutical Manufacturing</i>, vol. special issue, Basel: MDPI, 2021, pp.
    49–74. doi: <a href="https://doi.org/10.3390/pr9060964">10.3390/pr9060964</a>.'
  mla: Hernández Rodriguez, Tanja, et al. “Considerations of the Impacts of Cell-Specific
    Growth and Production Rate on Clone Selection – a Simulation Study.” <i>Bioprocess
    Systems Engineering Applications in Pharmaceutical Manufacturing</i>, vol. special
    issue, MDPI, 2021, pp. 49–74, <a href="https://doi.org/10.3390/pr9060964">https://doi.org/10.3390/pr9060964</a>.
  short: 'T. Hernández Rodriguez, S. Morerod, R. Pörtner, F.M. Wurm, B. Frahm, in:
    Bioprocess Systems Engineering Applications in Pharmaceutical Manufacturing, MDPI,
    Basel, 2021, pp. 49–74.'
  ufg: '<b>Hernández Rodriguez, Tanja u. a.</b>: Considerations of the impacts of
    cell-specific growth and production rate on clone selection – a simulation study,
    in: o. Hg.: Bioprocess Systems Engineering Applications in Pharmaceutical Manufacturing,
    Band <i>special issue</i>, Basel 2021 (Processes : open access journal ),  S.
    49–74.'
  van: 'Hernández Rodriguez T, Morerod S, Pörtner R, Wurm FM, Frahm B. Considerations
    of the impacts of cell-specific growth and production rate on clone selection
    – a simulation study. In: Bioprocess Systems Engineering Applications in Pharmaceutical
    Manufacturing. Basel: MDPI; 2021. p. 49–74. (Processes : open access journal ;
    vol. special issue).'
date_created: 2022-05-05T12:55:52Z
date_updated: 2023-08-16T09:17:50Z
department:
- _id: DEP4021
doi: 10.3390/pr9060964
keyword:
- clonal cell population
- phenotypic diversity
- inoculum train
- uncertainty-based
- cell culture model
- biopharmaceutical manufacturing
language:
- iso: eng
page: 49-74
place: Basel
publication: Bioprocess Systems Engineering Applications in Pharmaceutical Manufacturing
publication_identifier:
  eisbn:
  - 978-3-0365-5209-5
  isbn:
  - 978-3-0365-5210-1
  issn:
  - '2227-9717 '
publication_status: published
publisher: MDPI
quality_controlled: '1'
series_title: 'Processes : open access journal '
status: public
title: Considerations of the impacts of cell-specific growth and production rate on
  clone selection – a simulation study
type: book_chapter
user_id: '83781'
volume: special issue
year: '2021'
...
---
_id: '7985'
abstract:
- lang: eng
  text: Bioprocess modeling has become a useful tool for prediction of the process
    future with the aim to deduce operating decisions (e.g. transfer or feeds). Due
    to variabilities, which often occur between and within batches, updating (re-estimation)
    of model parameters is required at certain time intervals (dynamic parameter estimation)
    to obtain reliable predictions. This can be challenging in the presence of low
    sampling frequencies (e.g. every 24 h), different consecutive scales and large
    measurement errors, as in the case of cell culture seed trains. This contribution
    presents an iterative learning workflow which generates and incorporates knowledge
    concerning cell growth during the process by using a moving horizon estimation
    (MHE) approach for updating of model parameters. This estimation technique is
    compared to a classical weighted least squares estimation (WLSE) approach in the
    context of model updating over three consecutive cultivation scales (40–2160 L)
    of an industrial cell culture seed train. Both techniques were investigated regarding
    robustness concerning the aforementioned challenges and the required amount of
    experimental data (estimation horizon). It is shown how the proposed MHE can deal
    with the aforementioned difficulties by the integration of prior knowledge, even
    if only data at two sampling points are available, outperforming the classical
    WLSE approach. This workflow allows to adequately integrate current process behavior
    into the model and can therefore be a suitable component of a digital twin.
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Christoph
  full_name: Posch, Christoph
  last_name: Posch
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Posch C, Pörtner R, Frahm B. Dynamic parameter estimation
    and prediction over consecutive scales, based on moving horizon estimation - applied
    to an industrial cell culture seed train. <i>Bioprocess and Biosystems Engineering</i>.
    2021;44(4):793-808. doi:<a href="https://doi.org/10.1007/s00449-020-02488-1 ">10.1007/s00449-020-02488-1
    </a>
  apa: Hernández Rodriguez, T., Posch, C., Pörtner, R., &#38; Frahm, B. (2021). Dynamic
    parameter estimation and prediction over consecutive scales, based on moving horizon
    estimation - applied to an industrial cell culture seed train. <i>Bioprocess and
    Biosystems Engineering</i>, <i>44</i>(4), 793–808. <a href="https://doi.org/10.1007/s00449-020-02488-1
    ">https://doi.org/10.1007/s00449-020-02488-1 </a>
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2021) Dynamic Parameter Estimation
    and Prediction over Consecutive Scales, Based on Moving Horizon Estimation - Applied
    to an Industrial Cell Culture Seed Train. <i>Bioprocess and Biosystems Engineering</i>
    <b>44</b>, 793–808.
  chicago: 'Hernández Rodriguez, Tanja, Christoph Posch, Ralf Pörtner, and Björn Frahm.
    “Dynamic Parameter Estimation and Prediction over Consecutive Scales, Based on
    Moving Horizon Estimation - Applied to an Industrial Cell Culture Seed Train.”
    <i>Bioprocess and Biosystems Engineering</i> 44, no. 4 (2021): 793–808. <a href="https://doi.org/10.1007/s00449-020-02488-1
    ">https://doi.org/10.1007/s00449-020-02488-1 </a>.'
  chicago-de: 'Hernández Rodriguez, Tanja, Christoph Posch, Ralf Pörtner und Björn
    Frahm. 2021. Dynamic parameter estimation and prediction over consecutive scales,
    based on moving horizon estimation - applied to an industrial cell culture seed
    train. <i>Bioprocess and Biosystems Engineering</i> 44, Nr. 4: 793–808. doi:<a
    href="https://doi.org/10.1007/s00449-020-02488-1 ">10.1007/s00449-020-02488-1
    </a>, .'
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Posch, Christoph</span> ; <span style="font-variant:small-caps;">Pörtner,
    Ralf</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>: Dynamic
    parameter estimation and prediction over consecutive scales, based on moving horizon
    estimation - applied to an industrial cell culture seed train. In: <i>Bioprocess
    and Biosystems Engineering</i> Bd. 44. Berlin ; Heidelberg [u.a.], Springer (2021),
    Nr. 4, S. 793–808'
  havard: T. Hernández Rodriguez, C. Posch, R. Pörtner, B. Frahm, Dynamic parameter
    estimation and prediction over consecutive scales, based on moving horizon estimation
    - applied to an industrial cell culture seed train, Bioprocess and Biosystems
    Engineering. 44 (2021) 793–808.
  ieee: 'T. Hernández Rodriguez, C. Posch, R. Pörtner, and B. Frahm, “Dynamic parameter
    estimation and prediction over consecutive scales, based on moving horizon estimation
    - applied to an industrial cell culture seed train,” <i>Bioprocess and Biosystems
    Engineering</i>, vol. 44, no. 4, pp. 793–808, 2021, doi: <a href="https://doi.org/10.1007/s00449-020-02488-1
    ">10.1007/s00449-020-02488-1 </a>.'
  mla: Hernández Rodriguez, Tanja, et al. “Dynamic Parameter Estimation and Prediction
    over Consecutive Scales, Based on Moving Horizon Estimation - Applied to an Industrial
    Cell Culture Seed Train.” <i>Bioprocess and Biosystems Engineering</i>, vol. 44,
    no. 4, 2021, pp. 793–808, <a href="https://doi.org/10.1007/s00449-020-02488-1
    ">https://doi.org/10.1007/s00449-020-02488-1 </a>.
  short: T. Hernández Rodriguez, C. Posch, R. Pörtner, B. Frahm, Bioprocess and Biosystems
    Engineering 44 (2021) 793–808.
  ufg: '<b>Hernández Rodriguez, Tanja u. a.</b>: Dynamic parameter estimation and
    prediction over consecutive scales, based on moving horizon estimation - applied
    to an industrial cell culture seed train, in: <i>Bioprocess and Biosystems Engineering</i>
    44 (2021), H. 4,  S. 793–808.'
  van: Hernández Rodriguez T, Posch C, Pörtner R, Frahm B. Dynamic parameter estimation
    and prediction over consecutive scales, based on moving horizon estimation - applied
    to an industrial cell culture seed train. Bioprocess and Biosystems Engineering.
    2021;44(4):793–808.
date_created: 2022-05-05T13:06:12Z
date_updated: 2023-08-21T07:51:38Z
department:
- _id: DEP4021
doi: '10.1007/s00449-020-02488-1 '
intvolume: '        44'
issue: '4'
keyword:
- Dynamic parameter estimation
- Bioprocess
- Cell cultures
- Moving horizon estimation
- Prior knowledge
language:
- iso: eng
page: 793-808
place: Berlin ; Heidelberg [u.a.]
publication: Bioprocess and Biosystems Engineering
publication_identifier:
  eissn:
  - 1615-7605
  issn:
  - 1615-7591
publication_status: published
publisher: Springer
quality_controlled: '1'
status: public
title: Dynamic parameter estimation and prediction over consecutive scales, based
  on moving horizon estimation - applied to an industrial cell culture seed train
type: scientific_journal_article
user_id: '83781'
volume: 44
year: '2021'
...
---
_id: '7986'
abstract:
- lang: eng
  text: Bioprocess development and optimization are still cost- and time-intensive
    due to the enormous number of experiments involved. In this study, the recently
    introduced model-assisted Design of Experiments (mDoE) concept (Möller et al.
    in Bioproc Biosyst Eng 42(5):867, https://doi.org/10.1007/s00449-019-02089-7,
    2019) was extended and implemented into a software (“mDoE-toolbox”) to significantly
    reduce the number of required cultivations. The application of the toolbox is
    exemplary shown in two case studies with Saccharomyces cerevisiae. In the first
    case study, a fed-batch process was optimized with respect to the pH value and
    linearly rising feeding rates of glucose and nitrogen source. Using the mDoE-toolbox,
    the biomass concentration was increased by 30% compared to previously performed
    experiments. The second case study was the whole-cell biocatalysis of ethyl acetoacetate
    (EAA) to (S)-ethyl-3-hydroxybutyrate (E3HB), for which the feeding rates of glucose,
    nitrogen source, and EAA were optimized. An increase of 80% compared to a previously
    performed experiment with similar initial conditions was achieved for the E3HB
    concentration.
author:
- first_name: André
  full_name: Moser, André
  last_name: Moser
- first_name: Kim B.
  full_name: Kuchemüller, Kim B.
  last_name: Kuchemüller
- first_name: Sahar
  full_name: Deppe, Sahar
  last_name: Deppe
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Volker C.
  full_name: Hass, Volker C.
  last_name: Hass
- first_name: Johannes
  full_name: Möller, Johannes
  last_name: Möller
citation:
  ama: 'Moser A, Kuchemüller KB, Deppe S, et al. Model-assisted DoE software: Optimization
    of growth and biocatalysis in Saccharomyces cerevisiae bioprocesses. <i>Bioprocess
    and Biosystems Engineering</i>. 2021;44(4):683-700. doi:<a href="https://doi.org/10.1007/s00449-020-02478-3">10.1007/s00449-020-02478-3</a>'
  apa: 'Moser, A., Kuchemüller, K. B., Deppe, S., Hernández Rodriguez, T., Frahm,
    B., Pörtner, R., Hass, V. C., &#38; Möller, J. (2021). Model-assisted DoE software:
    Optimization of growth and biocatalysis in Saccharomyces cerevisiae bioprocesses.
    <i>Bioprocess and Biosystems Engineering</i>, <i>44</i>(4), 683–700. <a href="https://doi.org/10.1007/s00449-020-02478-3">https://doi.org/10.1007/s00449-020-02478-3</a>'
  bjps: '<b>Moser A <i>et al.</i></b> (2021) Model-Assisted DoE Software: Optimization
    of Growth and Biocatalysis in Saccharomyces Cerevisiae Bioprocesses. <i>Bioprocess
    and Biosystems Engineering</i> <b>44</b>, 683–700.'
  chicago: 'Moser, André, Kim B. Kuchemüller, Sahar Deppe, Tanja Hernández Rodriguez,
    Björn Frahm, Ralf Pörtner, Volker C. Hass, and Johannes Möller. “Model-Assisted
    DoE Software: Optimization of Growth and Biocatalysis in Saccharomyces Cerevisiae
    Bioprocesses.” <i>Bioprocess and Biosystems Engineering</i> 44, no. 4 (2021):
    683–700. <a href="https://doi.org/10.1007/s00449-020-02478-3">https://doi.org/10.1007/s00449-020-02478-3</a>.'
  chicago-de: 'Moser, André, Kim B. Kuchemüller, Sahar Deppe, Tanja Hernández Rodriguez,
    Björn Frahm, Ralf Pörtner, Volker C. Hass und Johannes Möller. 2021. Model-assisted
    DoE software: Optimization of growth and biocatalysis in Saccharomyces cerevisiae
    bioprocesses. <i>Bioprocess and Biosystems Engineering</i> 44, Nr. 4: 683–700.
    doi:<a href="https://doi.org/10.1007/s00449-020-02478-3">10.1007/s00449-020-02478-3</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Moser, André</span> ; <span
    style="font-variant:small-caps;">Kuchemüller, Kim B.</span> ; <span style="font-variant:small-caps;">Deppe,
    Sahar</span> ; <span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Frahm, Björn</span> ; <span style="font-variant:small-caps;">Pörtner,
    Ralf</span> ; <span style="font-variant:small-caps;">Hass, Volker C.</span> ;
    <span style="font-variant:small-caps;">Möller, Johannes</span>: Model-assisted
    DoE software: Optimization of growth and biocatalysis in Saccharomyces cerevisiae
    bioprocesses. In: <i>Bioprocess and Biosystems Engineering</i> Bd. 44. Berlin ;
    Heidelberg [u.a.], Springer (2021), Nr. 4, S. 683–700'
  havard: 'A. Moser, K.B. Kuchemüller, S. Deppe, T. Hernández Rodriguez, B. Frahm,
    R. Pörtner, V.C. Hass, J. Möller, Model-assisted DoE software: Optimization of
    growth and biocatalysis in Saccharomyces cerevisiae bioprocesses, Bioprocess and
    Biosystems Engineering. 44 (2021) 683–700.'
  ieee: 'A. Moser <i>et al.</i>, “Model-assisted DoE software: Optimization of growth
    and biocatalysis in Saccharomyces cerevisiae bioprocesses,” <i>Bioprocess and
    Biosystems Engineering</i>, vol. 44, no. 4, pp. 683–700, 2021, doi: <a href="https://doi.org/10.1007/s00449-020-02478-3">10.1007/s00449-020-02478-3</a>.'
  mla: 'Moser, André, et al. “Model-Assisted DoE Software: Optimization of Growth
    and Biocatalysis in Saccharomyces Cerevisiae Bioprocesses.” <i>Bioprocess and
    Biosystems Engineering</i>, vol. 44, no. 4, 2021, pp. 683–700, <a href="https://doi.org/10.1007/s00449-020-02478-3">https://doi.org/10.1007/s00449-020-02478-3</a>.'
  short: A. Moser, K.B. Kuchemüller, S. Deppe, T. Hernández Rodriguez, B. Frahm, R.
    Pörtner, V.C. Hass, J. Möller, Bioprocess and Biosystems Engineering 44 (2021)
    683–700.
  ufg: '<b>Moser, André u. a.</b>: Model-assisted DoE software: Optimization of growth
    and biocatalysis in Saccharomyces cerevisiae bioprocesses, in: <i>Bioprocess and
    Biosystems Engineering</i> 44 (2021), H. 4,  S. 683–700.'
  van: 'Moser A, Kuchemüller KB, Deppe S, Hernández Rodriguez T, Frahm B, Pörtner
    R, et al. Model-assisted DoE software: Optimization of growth and biocatalysis
    in Saccharomyces cerevisiae bioprocesses. Bioprocess and Biosystems Engineering.
    2021;44(4):683–700.'
date_created: 2022-05-05T13:10:11Z
date_updated: 2023-08-21T07:55:05Z
department:
- _id: DEP4021
doi: 10.1007/s00449-020-02478-3
intvolume: '        44'
issue: '4'
keyword:
- Biocatalysis
- Monte Carlo methods
- Fed-batch strategy
- Model-assisted design of experiments
- Quality by design
language:
- iso: eng
page: 683-700
place: Berlin ; Heidelberg [u.a.]
publication: Bioprocess and Biosystems Engineering
publication_identifier:
  eissn:
  - 1615-7605
  isbn:
  - 1615-7591
publication_status: published
publisher: Springer
quality_controlled: '1'
status: public
title: 'Model-assisted DoE software: Optimization of growth and biocatalysis in Saccharomyces
  cerevisiae bioprocesses'
type: scientific_journal_article
user_id: '83781'
volume: 44
year: '2021'
...
---
_id: '3349'
abstract:
- lang: eng
  text: "Model-based concepts and simulation techniques in combination with digital
    tools emerge as a key to explore the full potential of biopharmaceutical production
    processes, which contain several challenging development and process steps. One
    of these steps is the time- and cost-intensive cell proliferation process (also
    called seed train) to increase cell number from cell thawing up to production
    scale. Challenges like complex cell metabolism, batch-to-batch variation, variabilities
    in cell behavior, and influences of changes in cultivation conditions necessitate
    adequate digital solutions to provide information about the current and near future
    process state to derive correct process decisions.\r\nFor this purpose digital
    seed train twins have proved to be efficient, which digitally display the time-dependent
    behavior of important process variables based on mathematical models, strategies,
    and adaption procedures.\r\nThis chapter will outline the needs for digitalization
    of seed trains, the construction of a digital seed train twin, the role of parameter
    estimation, and different statistical methods within this context, which are applicable
    to several problems in the field of bioprocessing. The results of a case study
    are presented to illustrate a Bayesian approach for parameter estimation and prediction
    of an industrial cell culture seed train for seed train digitalization."
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: 'Hernández Rodriguez T, Frahm B. Digital Seed Train Twins and Statistical Methods.
    In: Herwig C, Pörtner R, Möller J, eds. <i>Digital Twins Tools and Concepts for
    Smart Biomanufacturing</i>. Vol 176. Advances in Biochemical Engineering/Biotechnology.
    Springer; 2021:97-131. doi:<a href="https://doi.org/10.1007/10_2020_137">https://doi.org/10.1007/10_2020_137</a>'
  apa: Hernández Rodriguez, T., &#38; Frahm, B. (2021). Digital Seed Train Twins and
    Statistical Methods. In C. Herwig, R. Pörtner, &#38; J. Möller (Eds.), <i>Digital
    Twins Tools and Concepts for Smart Biomanufacturing</i> (Vol. 176, pp. 97–131).
    Springer. <a href="https://doi.org/10.1007/10_2020_137">https://doi.org/10.1007/10_2020_137</a>
  bjps: '<b>Hernández Rodriguez T and Frahm B</b> (2021) Digital Seed Train Twins
    and Statistical Methods. In Herwig C, Pörtner R and Möller J (eds), <i>Digital
    Twins Tools and Concepts for Smart Biomanufacturing</i>, vol. 176. Berlin, Heidelberg:
    Springer, pp. 97–131.'
  chicago: 'Hernández Rodriguez, Tanja, and Björn Frahm. “Digital Seed Train Twins
    and Statistical Methods.” In <i>Digital Twins Tools and Concepts for Smart Biomanufacturing</i>,
    edited by Christoph  Herwig, Ralf  Pörtner, and Johannes  Möller, 176:97–131.
    Advances in Biochemical Engineering/Biotechnology. Berlin, Heidelberg: Springer,
    2021. <a href="https://doi.org/10.1007/10_2020_137">https://doi.org/10.1007/10_2020_137</a>.'
  chicago-de: 'Hernández Rodriguez, Tanja und Björn Frahm. 2021. Digital Seed Train
    Twins and Statistical Methods. In: <i>Digital Twins Tools and Concepts for Smart
    Biomanufacturing</i>, hg. von Christoph  Herwig, Ralf  Pörtner, und Johannes  Möller,
    176:97–131. Advances in Biochemical Engineering/Biotechnology. Berlin, Heidelberg:
    Springer. doi:<a href="https://doi.org/10.1007/10_2020_137">https://doi.org/10.1007/10_2020_137</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Frahm, Björn</span>: Digital Seed Train
    Twins and Statistical Methods. In: <span style="font-variant:small-caps;">Herwig,
    C.</span> ; <span style="font-variant:small-caps;">Pörtner, R.</span> ; <span
    style="font-variant:small-caps;">Möller, J.</span> (Hrsg.): <i>Digital Twins Tools
    and Concepts for Smart Biomanufacturing</i>, <i>Advances in Biochemical Engineering/Biotechnology</i>.
    Bd. 176. Berlin, Heidelberg : Springer, 2021, S. 97–131'
  havard: 'T. Hernández Rodriguez, B. Frahm, Digital Seed Train Twins and Statistical
    Methods, in: C. Herwig, R. Pörtner, J. Möller (Eds.), Digital Twins Tools and
    Concepts for Smart Biomanufacturing, Springer, Berlin, Heidelberg, 2021: pp. 97–131.'
  ieee: 'T. Hernández Rodriguez and B. Frahm, “Digital Seed Train Twins and Statistical
    Methods,” in <i>Digital Twins Tools and Concepts for Smart Biomanufacturing</i>,
    vol. 176, C. Herwig, R. Pörtner, and J. Möller, Eds. Berlin, Heidelberg: Springer,
    2021, pp. 97–131. doi: <a href="https://doi.org/10.1007/10_2020_137">https://doi.org/10.1007/10_2020_137</a>.'
  mla: Hernández Rodriguez, Tanja, and Björn Frahm. “Digital Seed Train Twins and
    Statistical Methods.” <i>Digital Twins Tools and Concepts for Smart Biomanufacturing</i>,
    edited by Christoph  Herwig et al., vol. 176, Springer, 2021, pp. 97–131, <a href="https://doi.org/10.1007/10_2020_137">https://doi.org/10.1007/10_2020_137</a>.
  short: 'T. Hernández Rodriguez, B. Frahm, in: C. Herwig, R. Pörtner, J. Möller (Eds.),
    Digital Twins Tools and Concepts for Smart Biomanufacturing, Springer, Berlin,
    Heidelberg, 2021, pp. 97–131.'
  ufg: '<b>Hernández Rodriguez, Tanja/Frahm, Björn</b>: Digital Seed Train Twins and
    Statistical Methods, in: <i>Herwig, Christoph/Pörtner, Ralf/Möller, Johannes (Hgg.)</i>:
    Digital Twins Tools and Concepts for Smart Biomanufacturing, Bd. 176, Berlin,
    Heidelberg 2021 (Advances in Biochemical Engineering/Biotechnology),  S. 97–131.'
  van: 'Hernández Rodriguez T, Frahm B. Digital Seed Train Twins and Statistical Methods.
    In: Herwig C, Pörtner R, Möller J, editors. Digital Twins Tools and Concepts for
    Smart Biomanufacturing. Berlin, Heidelberg: Springer; 2021. p. 97–131. (Advances
    in Biochemical Engineering/Biotechnology; vol. 176).'
date_created: 2020-08-19T07:14:11Z
date_updated: 2023-08-16T06:48:35Z
department:
- _id: DEP4021
doi: https://doi.org/10.1007/10_2020_137
editor:
- first_name: 'Christoph '
  full_name: 'Herwig, Christoph '
  last_name: Herwig
- first_name: 'Ralf '
  full_name: 'Pörtner, Ralf '
  last_name: Pörtner
- first_name: 'Johannes '
  full_name: 'Möller, Johannes '
  last_name: Möller
intvolume: '       176'
keyword:
- Bayes
- Digital twin
- Parameter estimation
- Seed train
- Uncertainty
language:
- iso: eng
page: 97–131
place: Berlin, Heidelberg
publication: Digital Twins Tools and Concepts for Smart Biomanufacturing
publication_identifier:
  eisbn:
  - 978-3-030-71660-8
  eissn:
  - 1616-8542
  isbn:
  - 978-3-030-71659-2
  issn:
  - 0724-6145
publication_status: published
publisher: Springer
quality_controlled: '1'
series_title: Advances in Biochemical Engineering/Biotechnology
status: public
title: Digital Seed Train Twins and Statistical Methods
type: book_chapter
user_id: '83781'
volume: 176
year: '2021'
...
---
_id: '7929'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Sahar
  full_name: Deppe, Sahar
  last_name: Deppe
- first_name: Veronika
  full_name: Gassenmeier, Veronika
  id: '74048'
  last_name: Gassenmeier
- first_name: Fabian
  full_name: Kuhfuß, Fabian
  last_name: Kuhfuß
- first_name: Marius
  full_name: Tölle, Marius
  last_name: Tölle
- first_name: George Adrian
  full_name: Ifrim, George Adrian
  id: '73814'
  last_name: Ifrim
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Deppe S, Gassenmeier V, et al. <i>Modeling of Chlorella
    Vulgaris in Shake Flasks with Respect to Light Intensity and Light Duration</i>.;
    2020.
  apa: Hernández Rodriguez, T., Deppe, S., Gassenmeier, V., Kuhfuß, F., Tölle, M.,
    Ifrim, G. A., &#38; Frahm, B. (2020). <i>Modeling of Chlorella vulgaris in shake
    flasks with respect to light intensity and light duration</i>. Presented at the
    10. ProcessNet-Jahrestagung und 34. DECHEMA-Jahrestagung der Biotechnologen 2020,
    als Web-Konferenz, Aachen, Germany.
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2020) <i>Modeling of Chlorella
    Vulgaris in Shake Flasks with Respect to Light Intensity and Light Duration</i>.
    .
  chicago: Hernández Rodriguez, Tanja, Sahar Deppe, Veronika Gassenmeier, Fabian Kuhfuß,
    Marius Tölle, George Adrian Ifrim, and Björn Frahm. <i>Modeling of Chlorella Vulgaris
    in Shake Flasks with Respect to Light Intensity and Light Duration</i>, 2020.
  chicago-de: Hernández Rodriguez, Tanja, Sahar Deppe, Veronika Gassenmeier, Fabian
    Kuhfuß, Marius Tölle, George Adrian Ifrim und Björn Frahm. 2020. <i>Modeling of
    Chlorella vulgaris in shake flasks with respect to light intensity and light duration</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Deppe, Sahar</span> ; <span style="font-variant:small-caps;">Gassenmeier,
    Veronika</span> ; <span style="font-variant:small-caps;">Kuhfuß, Fabian</span>
    ; <span style="font-variant:small-caps;">Tölle, Marius</span> ; <span style="font-variant:small-caps;">Ifrim,
    George Adrian</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>:
    <i>Modeling of Chlorella vulgaris in shake flasks with respect to light intensity
    and light duration</i>, 2020'
  havard: T. Hernández Rodriguez, S. Deppe, V. Gassenmeier, F. Kuhfuß, M. Tölle, G.A.
    Ifrim, B. Frahm, Modeling of Chlorella vulgaris in shake flasks with respect to
    light intensity and light duration, 2020.
  ieee: T. Hernández Rodriguez <i>et al.</i>, <i>Modeling of Chlorella vulgaris in
    shake flasks with respect to light intensity and light duration</i>. 2020.
  mla: Hernández Rodriguez, Tanja, et al. <i>Modeling of Chlorella Vulgaris in Shake
    Flasks with Respect to Light Intensity and Light Duration</i>. 2020.
  short: T. Hernández Rodriguez, S. Deppe, V. Gassenmeier, F. Kuhfuß, M. Tölle, G.A.
    Ifrim, B. Frahm, Modeling of Chlorella Vulgaris in Shake Flasks with Respect to
    Light Intensity and Light Duration, 2020.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2020)</b>: Modeling of Chlorella vulgaris
    in shake flasks with respect to light intensity and light duration.'
  van: Hernández Rodriguez T, Deppe S, Gassenmeier V, Kuhfuß F, Tölle M, Ifrim GA,
    et al. Modeling of Chlorella vulgaris in shake flasks with respect to light intensity
    and light duration. 2020.
conference:
  end_date: 2020-09-24
  location: als Web-Konferenz, Aachen, Germany
  name: 10. ProcessNet-Jahrestagung und 34. DECHEMA-Jahrestagung der Biotechnologen
    2020
  start_date: 2020-09-21
date_created: 2022-05-04T19:22:33Z
date_updated: 2023-03-15T13:50:12Z
department:
- _id: DEP4021
language:
- iso: eng
status: public
title: Modeling of Chlorella vulgaris in shake flasks with respect to light intensity
  and light duration
type: conference_poster
user_id: '45673'
year: 2020
...
---
_id: '7930'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Christoph
  full_name: Posch, Christoph
  last_name: Posch
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Posch C, Pörtner R, Frahm B. <i>Towards Integration
    of Prior Knowledge and Propagation of Uncertainty for Digital Twins of Biopharmaceutical
    Production Processes</i>.; 2020.
  apa: Hernández Rodriguez, T., Posch, C., Pörtner, R., &#38; Frahm, B. (2020). <i>Towards
    integration of prior knowledge and propagation of uncertainty for digital twins
    of biopharmaceutical production processes</i>. Presented at the 10. ProcessNet-Jahrestagung
    und 34. DECHEMA-Jahrestagung der Biotechnologen 2020, als Web-Konferenz, Aachen,
    Germany.
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2020) <i>Towards Integration of
    Prior Knowledge and Propagation of Uncertainty for Digital Twins of Biopharmaceutical
    Production Processes</i>. .
  chicago: Hernández Rodriguez, Tanja, Christoph Posch, Ralf Pörtner, and Björn Frahm.
    <i>Towards Integration of Prior Knowledge and Propagation of Uncertainty for Digital
    Twins of Biopharmaceutical Production Processes</i>, 2020.
  chicago-de: Hernández Rodriguez, Tanja, Christoph Posch, Ralf Pörtner und Björn
    Frahm. 2020. <i>Towards integration of prior knowledge and propagation of uncertainty
    for digital twins of biopharmaceutical production processes</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Posch, Christoph</span> ; <span style="font-variant:small-caps;">Pörtner,
    Ralf</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>: <i>Towards
    integration of prior knowledge and propagation of uncertainty for digital twins
    of biopharmaceutical production processes</i>, 2020'
  havard: T. Hernández Rodriguez, C. Posch, R. Pörtner, B. Frahm, Towards integration
    of prior knowledge and propagation of uncertainty for digital twins of biopharmaceutical
    production processes, 2020.
  ieee: T. Hernández Rodriguez, C. Posch, R. Pörtner, and B. Frahm, <i>Towards integration
    of prior knowledge and propagation of uncertainty for digital twins of biopharmaceutical
    production processes</i>. 2020.
  mla: Hernández Rodriguez, Tanja, et al. <i>Towards Integration of Prior Knowledge
    and Propagation of Uncertainty for Digital Twins of Biopharmaceutical Production
    Processes</i>. 2020.
  short: T. Hernández Rodriguez, C. Posch, R. Pörtner, B. Frahm, Towards Integration
    of Prior Knowledge and Propagation of Uncertainty for Digital Twins of Biopharmaceutical
    Production Processes, 2020.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2020)</b>: Towards integration of prior
    knowledge and propagation of uncertainty for digital twins of biopharmaceutical
    production processes.'
  van: Hernández Rodriguez T, Posch C, Pörtner R, Frahm B. Towards integration of
    prior knowledge and propagation of uncertainty for digital twins of biopharmaceutical
    production processes. 2020.
conference:
  end_date: 2020-09-24
  location: als Web-Konferenz, Aachen, Germany
  name: 10. ProcessNet-Jahrestagung und 34. DECHEMA-Jahrestagung der Biotechnologen
    2020
  start_date: 2020-09-21
date_created: 2022-05-04T19:26:13Z
date_updated: 2023-03-15T13:50:12Z
department:
- _id: DEP4021
language:
- iso: eng
status: public
title: Towards integration of prior knowledge and propagation of uncertainty for digital
  twins of biopharmaceutical production processes
type: conference_poster
user_id: '45666'
year: 2020
...
---
_id: '7936'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: Christoph
  full_name: Posch, Christoph
  last_name: Posch
citation:
  ama: Hernández Rodriguez T, Frahm B, Posch C. <i>Integration of Prior Knowledge
    and Digital Tools for Uncertainty-Based Decision Support</i>.; 2020.
  apa: Hernández Rodriguez, T., Frahm, B., &#38; Posch, C. (2020). <i>Integration
    of prior knowledge and digital tools for uncertainty-based decision support</i>.
    Presented at the 1st TRD (Technical Research &#38; Development) Virtual Academia
    Strategic Roundtable, Sandoz, Austria.
  bjps: <b>Hernández Rodriguez T, Frahm B and Posch C</b> (2020) <i>Integration of
    Prior Knowledge and Digital Tools for Uncertainty-Based Decision Support</i>.
    .
  chicago: Hernández Rodriguez, Tanja, Björn Frahm, and Christoph Posch. <i>Integration
    of Prior Knowledge and Digital Tools for Uncertainty-Based Decision Support</i>,
    2020.
  chicago-de: Hernández Rodriguez, Tanja, Björn Frahm und Christoph Posch. 2020. <i>Integration
    of prior knowledge and digital tools for uncertainty-based decision support</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Frahm, Björn</span> ; <span style="font-variant:small-caps;">Posch,
    Christoph</span>: <i>Integration of prior knowledge and digital tools for uncertainty-based
    decision support</i>, 2020'
  havard: T. Hernández Rodriguez, B. Frahm, C. Posch, Integration of prior knowledge
    and digital tools for uncertainty-based decision support, 2020.
  ieee: T. Hernández Rodriguez, B. Frahm, and C. Posch, <i>Integration of prior knowledge
    and digital tools for uncertainty-based decision support</i>. 2020.
  mla: Hernández Rodriguez, Tanja, et al. <i>Integration of Prior Knowledge and Digital
    Tools for Uncertainty-Based Decision Support</i>. 2020.
  short: T. Hernández Rodriguez, B. Frahm, C. Posch, Integration of Prior Knowledge
    and Digital Tools for Uncertainty-Based Decision Support, 2020.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2020)</b>: Integration of prior knowledge
    and digital tools for uncertainty-based decision support.'
  van: Hernández Rodriguez T, Frahm B, Posch C. Integration of prior knowledge and
    digital tools for uncertainty-based decision support. 2020.
conference:
  location: Sandoz, Austria
  name: 1st TRD (Technical Research & Development) Virtual Academia Strategic Roundtable
  start_date: 2020-06-03
date_created: 2022-05-04T19:47:05Z
date_updated: 2023-03-15T13:50:12Z
department:
- _id: DEP4021
language:
- iso: eng
status: public
title: Integration of prior knowledge and digital tools for uncertainty-based decision
  support
type: conference_speech
user_id: '45666'
year: 2020
...
---
_id: '7937'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Sahar
  full_name: Deppe, Sahar
  last_name: Deppe
- first_name: Veronika
  full_name: Gassenmeier, Veronika
  id: '74048'
  last_name: Gassenmeier
- first_name: Fabian
  full_name: Kuhfuß, Fabian
  last_name: Kuhfuß
- first_name: Marius
  full_name: Tölle, Marius
  last_name: Tölle
- first_name: George Adrian
  full_name: Ifrim, George Adrian
  id: '73814'
  last_name: Ifrim
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Deppe S, Gassenmeier V, et al. <i>Modeling of Chlorella
    Vulgaris Algae in Shake Flasks with Respect to Light Intensity and Light Duration</i>.
    Vol No. 9. Wiley; 2020:1225 – 1226. doi:<a href="https://doi.org/10.1002/cite.202055235">10.1002/cite.202055235</a>
  apa: Hernández Rodriguez, T., Deppe, S., Gassenmeier, V., Kuhfuß, F., Tölle, M.,
    Ifrim, G. A., &#38; Frahm, B. (2020). <i>Modeling of Chlorella vulgaris algae
    in shake flasks with respect to light intensity and light duration</i>. <i>Chemie
    Ingenieur Technik, Tagungsband zur 10. ProcessNet-Jahrestagung und 34. DECHEMA-Jahrestagung
    der Biotechnologen 2020</i> (Vol. No. 9, pp. 1225 – 1226). Wiley. <a href="https://doi.org/10.1002/cite.202055235">https://doi.org/10.1002/cite.202055235</a>
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2020) <i>Modeling of Chlorella
    Vulgaris Algae in Shake Flasks with Respect to Light Intensity and Light Duration</i>.
    Wiley.
  chicago: Hernández Rodriguez, Tanja, Sahar Deppe, Veronika Gassenmeier, Fabian Kuhfuß,
    Marius Tölle, George Adrian Ifrim, and Björn Frahm. <i>Modeling of Chlorella Vulgaris
    Algae in Shake Flasks with Respect to Light Intensity and Light Duration</i>.
    <i>Chemie Ingenieur Technik, Tagungsband Zur 10. ProcessNet-Jahrestagung Und 34.
    DECHEMA-Jahrestagung Der Biotechnologen 2020</i>. Vol. No. 9. Volume 92. Wiley,
    2020. <a href="https://doi.org/10.1002/cite.202055235">https://doi.org/10.1002/cite.202055235</a>.
  chicago-de: Hernández Rodriguez, Tanja, Sahar Deppe, Veronika Gassenmeier, Fabian
    Kuhfuß, Marius Tölle, George Adrian Ifrim und Björn Frahm. 2020. <i>Modeling of
    Chlorella vulgaris algae in shake flasks with respect to light intensity and light
    duration</i>. <i>Chemie Ingenieur Technik, Tagungsband zur 10. ProcessNet-Jahrestagung
    und 34. DECHEMA-Jahrestagung der Biotechnologen 2020</i>. Bd. No. 9. Volume 92.
    Wiley. doi:<a href="https://doi.org/10.1002/cite.202055235,">10.1002/cite.202055235,</a>
    .
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Deppe, Sahar</span> ; <span style="font-variant:small-caps;">Gassenmeier,
    Veronika</span> ; <span style="font-variant:small-caps;">Kuhfuß, Fabian</span>
    ; <span style="font-variant:small-caps;">Tölle, Marius</span> ; <span style="font-variant:small-caps;">Ifrim,
    George Adrian</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>:
    <i>Modeling of Chlorella vulgaris algae in shake flasks with respect to light
    intensity and light duration</i>, <i>Volume 92</i>. Bd. No. 9 : Wiley, 2020'
  havard: T. Hernández Rodriguez, S. Deppe, V. Gassenmeier, F. Kuhfuß, M. Tölle, G.A.
    Ifrim, B. Frahm, Modeling of Chlorella vulgaris algae in shake flasks with respect
    to light intensity and light duration, Wiley, 2020.
  ieee: T. Hernández Rodriguez <i>et al.</i>, <i>Modeling of Chlorella vulgaris algae
    in shake flasks with respect to light intensity and light duration</i>, vol. No.
    9. Wiley, 2020, pp. 1225 – 1226.
  mla: Hernández Rodriguez, Tanja, et al. “Modeling of Chlorella Vulgaris Algae in
    Shake Flasks with Respect to Light Intensity and Light Duration.” <i>Chemie Ingenieur
    Technik, Tagungsband Zur 10. ProcessNet-Jahrestagung Und 34. DECHEMA-Jahrestagung
    Der Biotechnologen 2020</i>, vol. No. 9, Wiley, 2020, pp. 1225 – 1226, doi:<a
    href="https://doi.org/10.1002/cite.202055235">10.1002/cite.202055235</a>.
  short: T. Hernández Rodriguez, S. Deppe, V. Gassenmeier, F. Kuhfuß, M. Tölle, G.A.
    Ifrim, B. Frahm, Modeling of Chlorella Vulgaris Algae in Shake Flasks with Respect
    to Light Intensity and Light Duration, Wiley, 2020.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2020)</b>: Modeling of Chlorella vulgaris
    algae in shake flasks with respect to light intensity and light duration (=<i>Volume
    92 No. 9</i>).'
  van: Hernández Rodriguez T, Deppe S, Gassenmeier V, Kuhfuß F, Tölle M, Ifrim GA,
    et al. Modeling of Chlorella vulgaris algae in shake flasks with respect to light
    intensity and light duration. Chemie Ingenieur Technik, Tagungsband zur 10. ProcessNet-Jahrestagung
    und 34. DECHEMA-Jahrestagung der Biotechnologen 2020. Wiley; 2020. (Volume 92;
    vol. No. 9).
date_created: 2022-05-04T19:59:48Z
date_updated: 2023-03-15T13:50:12Z
department:
- _id: DEP4021
doi: 10.1002/cite.202055235
language:
- iso: eng
page: 1225 – 1226
publication: Chemie Ingenieur Technik, Tagungsband zur 10. ProcessNet-Jahrestagung
  und 34. DECHEMA-Jahrestagung der Biotechnologen 2020
publisher: Wiley
series_title: Volume 92
status: public
title: Modeling of Chlorella vulgaris algae in shake flasks with respect to light
  intensity and light duration
type: conference_editor_article
user_id: '45673'
volume: No. 9
year: 2020
...
---
_id: '7938'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Christoph
  full_name: Posch, Christoph
  last_name: Posch
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Posch C, Pörtner R, Frahm B. <i>Towards Integration
    of Prior Knowledge and Propagation of Uncertainty for Digital Twins of Biopharmaceutical
    Production Processes</i>. Vol No. 9. Wiley; 2020:1241 – 1242. doi:<a href="https://doi.org/10.1002/cite.202055234">10.1002/cite.202055234</a>
  apa: Hernández Rodriguez, T., Posch, C., Pörtner, R., &#38; Frahm, B. (2020). <i>Towards
    integration of prior knowledge and propagation of uncertainty for digital twins
    of biopharmaceutical production processes</i>. <i>Chemie Ingenieur Technik, Tagungsband
    zur 10. ProcessNet-Jahrestagung und 34. DECHEMA-Jahrestagung der Biotechnologen
    2020</i> (Vol. No. 9, pp. 1241 – 1242). Wiley. <a href="https://doi.org/10.1002/cite.202055234">https://doi.org/10.1002/cite.202055234</a>
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2020) <i>Towards Integration of
    Prior Knowledge and Propagation of Uncertainty for Digital Twins of Biopharmaceutical
    Production Processes</i>. Wiley.
  chicago: Hernández Rodriguez, Tanja, Christoph Posch, Ralf Pörtner, and Björn Frahm.
    <i>Towards Integration of Prior Knowledge and Propagation of Uncertainty for Digital
    Twins of Biopharmaceutical Production Processes</i>. <i>Chemie Ingenieur Technik,
    Tagungsband Zur 10. ProcessNet-Jahrestagung Und 34. DECHEMA-Jahrestagung Der Biotechnologen
    2020</i>. Vol. No. 9. Volume 92. Wiley, 2020. <a href="https://doi.org/10.1002/cite.202055234">https://doi.org/10.1002/cite.202055234</a>.
  chicago-de: Hernández Rodriguez, Tanja, Christoph Posch, Ralf Pörtner und Björn
    Frahm. 2020. <i>Towards integration of prior knowledge and propagation of uncertainty
    for digital twins of biopharmaceutical production processes</i>. <i>Chemie Ingenieur
    Technik, Tagungsband zur 10. ProcessNet-Jahrestagung und 34. DECHEMA-Jahrestagung
    der Biotechnologen 2020</i>. Bd. No. 9. Volume 92. Wiley. doi:<a href="https://doi.org/10.1002/cite.202055234,">10.1002/cite.202055234,</a>
    .
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Posch, Christoph</span> ; <span style="font-variant:small-caps;">Pörtner,
    Ralf</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>: <i>Towards
    integration of prior knowledge and propagation of uncertainty for digital twins
    of biopharmaceutical production processes</i>, <i>Volume 92</i>. Bd. No. 9 : Wiley,
    2020'
  havard: T. Hernández Rodriguez, C. Posch, R. Pörtner, B. Frahm, Towards integration
    of prior knowledge and propagation of uncertainty for digital twins of biopharmaceutical
    production processes, Wiley, 2020.
  ieee: T. Hernández Rodriguez, C. Posch, R. Pörtner, and B. Frahm, <i>Towards integration
    of prior knowledge and propagation of uncertainty for digital twins of biopharmaceutical
    production processes</i>, vol. No. 9. Wiley, 2020, pp. 1241 – 1242.
  mla: Hernández Rodriguez, Tanja, et al. “Towards Integration of Prior Knowledge
    and Propagation of Uncertainty for Digital Twins of Biopharmaceutical Production
    Processes.” <i>Chemie Ingenieur Technik, Tagungsband Zur 10. ProcessNet-Jahrestagung
    Und 34. DECHEMA-Jahrestagung Der Biotechnologen 2020</i>, vol. No. 9, Wiley, 2020,
    pp. 1241 – 1242, doi:<a href="https://doi.org/10.1002/cite.202055234">10.1002/cite.202055234</a>.
  short: T. Hernández Rodriguez, C. Posch, R. Pörtner, B. Frahm, Towards Integration
    of Prior Knowledge and Propagation of Uncertainty for Digital Twins of Biopharmaceutical
    Production Processes, Wiley, 2020.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2020)</b>: Towards integration of prior
    knowledge and propagation of uncertainty for digital twins of biopharmaceutical
    production processes (=<i>Volume 92 No. 9</i>).'
  van: Hernández Rodriguez T, Posch C, Pörtner R, Frahm B. Towards integration of
    prior knowledge and propagation of uncertainty for digital twins of biopharmaceutical
    production processes. Chemie Ingenieur Technik, Tagungsband zur 10. ProcessNet-Jahrestagung
    und 34. DECHEMA-Jahrestagung der Biotechnologen 2020. Wiley; 2020. (Volume 92;
    vol. No. 9).
date_created: 2022-05-04T20:04:44Z
date_updated: 2023-03-15T13:50:12Z
department:
- _id: DEP4021
doi: 10.1002/cite.202055234
language:
- iso: eng
page: 1241 – 1242
publication: Chemie Ingenieur Technik, Tagungsband zur 10. ProcessNet-Jahrestagung
  und 34. DECHEMA-Jahrestagung der Biotechnologen 2020
publisher: Wiley
series_title: Volume 92
status: public
title: Towards integration of prior knowledge and propagation of uncertainty for digital
  twins of biopharmaceutical production processes
type: conference_editor_article
user_id: '45666'
volume: No. 9
year: 2020
...
---
_id: '2822'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Christoph
  full_name: Posch, Christoph
  last_name: Posch
- first_name: Julia
  full_name: Schmutzhard, Julia
  last_name: Schmutzhard
- first_name: 'Josef '
  full_name: 'Stettner, Josef '
  last_name: Stettner
- first_name: ' Claus '
  full_name: 'Weihs,  Claus '
  last_name: Weihs
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Posch C, Schmutzhard J, et al. <i>Predicting Industrial
    Cell Culture Seed Trains - A Bayesian Approach</i>. Vol 14. BioMed Central; 2020:P408.
    doi:<a href="https://doi.org/10.1186/s12919-020-00188-y">10.1186/s12919-020-00188-y</a>
  apa: 'Hernández Rodriguez, T., Posch, C., Schmutzhard, J., Stettner, J., Weihs,  Claus
    , Pörtner, R., &#38; Frahm, B. (2020). <i>Predicting Industrial Cell Culture Seed
    Trains - A Bayesian Approach</i>. <i>BMC Proceedings</i> (Vol. 14, p. P408). Copenhagen,
    Denmark.: BioMed Central. <a href="https://doi.org/10.1186/s12919-020-00188-y">https://doi.org/10.1186/s12919-020-00188-y</a>'
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2020) <i>Predicting Industrial
    Cell Culture Seed Trains - A Bayesian Approach</i>. BioMed Central.
  chicago: Hernández Rodriguez, Tanja, Christoph Posch, Julia Schmutzhard, Josef  Stettner,  Claus  Weihs,
    Ralf Pörtner, and Björn Frahm. <i>Predicting Industrial Cell Culture Seed Trains
    - A Bayesian Approach</i>. <i>BMC Proceedings</i>. Vol. 14. BioMed Central, 2020.
    <a href="https://doi.org/10.1186/s12919-020-00188-y">https://doi.org/10.1186/s12919-020-00188-y</a>.
  chicago-de: Hernández Rodriguez, Tanja, Christoph Posch, Julia Schmutzhard, Josef  Stettner,  Claus  Weihs,
    Ralf Pörtner und Björn Frahm. 2020. <i>Predicting Industrial Cell Culture Seed
    Trains - A Bayesian Approach</i>. <i>BMC Proceedings</i>. Bd. 14. BioMed Central.
    doi:<a href="https://doi.org/10.1186/s12919-020-00188-y,">10.1186/s12919-020-00188-y,</a>
    .
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Posch, Christoph</span> ; <span style="font-variant:small-caps;">Schmutzhard,
    Julia</span> ; <span style="font-variant:small-caps;">Stettner, Josef </span>
    ; <span style="font-variant:small-caps;">Weihs,  Claus </span> ; <span style="font-variant:small-caps;">Pörtner,
    Ralf</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>: <i>Predicting
    Industrial Cell Culture Seed Trains - A Bayesian Approach</i>. Bd. 14 : BioMed
    Central, 2020'
  havard: T. Hernández Rodriguez, C. Posch, J. Schmutzhard, J. Stettner,  Claus  Weihs,
    R. Pörtner, B. Frahm, Predicting Industrial Cell Culture Seed Trains - A Bayesian
    Approach, BioMed Central, 2020.
  ieee: T. Hernández Rodriguez <i>et al.</i>, <i>Predicting Industrial Cell Culture
    Seed Trains - A Bayesian Approach</i>, vol. 14. BioMed Central, 2020, p. P408.
  mla: Hernández Rodriguez, Tanja, et al. “Predicting Industrial Cell Culture Seed
    Trains - A Bayesian Approach.” <i>BMC Proceedings</i>, vol. 14, BioMed Central,
    2020, p. P408, doi:<a href="https://doi.org/10.1186/s12919-020-00188-y">10.1186/s12919-020-00188-y</a>.
  short: T. Hernández Rodriguez, C. Posch, J. Schmutzhard, J. Stettner,  Claus  Weihs,
    R. Pörtner, B. Frahm, Predicting Industrial Cell Culture Seed Trains - A Bayesian
    Approach, BioMed Central, 2020.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2020)</b>: Predicting Industrial Cell
    Culture Seed Trains - A Bayesian Approach (=<i> 14</i>).'
  van: Hernández Rodriguez T, Posch C, Schmutzhard J, Stettner J, Weihs  Claus , Pörtner
    R, et al. Predicting Industrial Cell Culture Seed Trains - A Bayesian Approach.
    Vol. 14, BMC Proceedings. BioMed Central; 2020.
conference:
  end_date: 2019-05-08
  location: Copenhagen, Denmark.
  name: '26th European Society for Animal Cell Technology Meeting: Cell Technologies
    for Innovative Therapies'
  start_date: 2019-05-05
date_created: 2020-06-04T13:44:12Z
date_updated: 2023-03-15T13:49:43Z
department:
- _id: DEP4021
doi: 10.1186/s12919-020-00188-y
intvolume: '        14'
language:
- iso: eng
page: P408
publication: BMC Proceedings
publication_identifier:
  issn:
  - 1753-6561
publication_status: published
publisher: BioMed Central
related_material:
  link:
  - relation: confirmation
    url: https://bmcproc.biomedcentral.com/articles/10.1186/s12919-020-00188-y
status: public
title: Predicting Industrial Cell Culture Seed Trains - A Bayesian Approach
type: conference_editor_article
user_id: '45666'
volume: 14
year: 2020
...
---
_id: '3007'
author:
- first_name: F.
  full_name: Kuhfuß, F.
  last_name: Kuhfuß
- first_name: M.
  full_name: Tölle, M.
  last_name: Tölle
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Veronika
  full_name: Gassenmeier, Veronika
  id: '74048'
  last_name: Gassenmeier
- first_name: S.
  full_name: Deppe, S.
  last_name: Deppe
- first_name: George Adrian
  full_name: Ifrim, George Adrian
  id: '73814'
  last_name: Ifrim
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Kuhfuß F, Tölle M, Hernández Rodriguez T, et al. <i>Modeling of Chlorella Vulgaris
    in Shake Flasks with Respect to Light Intensity and Light Duration</i>.; 2020.
  apa: Kuhfuß, F., Tölle, M., Hernández Rodriguez, T., Gassenmeier, V., Deppe, S.,
    Ifrim, G. A., &#38; Frahm, B. (2020). <i>Modeling of Chlorella vulgaris in shake
    flasks with respect to light intensity and light duration</i>. Presented at the
    BioProcessingDays 2020, Recklinghausen, Germany.
  bjps: <b>Kuhfuß F <i>et al.</i></b> (2020) <i>Modeling of Chlorella Vulgaris in
    Shake Flasks with Respect to Light Intensity and Light Duration</i>. .
  chicago: Kuhfuß, F., M. Tölle, Tanja Hernández Rodriguez, Veronika Gassenmeier,
    S. Deppe, George Adrian Ifrim, and Björn Frahm. <i>Modeling of Chlorella Vulgaris
    in Shake Flasks with Respect to Light Intensity and Light Duration</i>, 2020.
  chicago-de: Kuhfuß, F., M. Tölle, Tanja Hernández Rodriguez, Veronika Gassenmeier,
    S. Deppe, George Adrian Ifrim und Björn Frahm. 2020. <i>Modeling of Chlorella
    vulgaris in shake flasks with respect to light intensity and light duration</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Kuhfuß, F.</span> ; <span style="font-variant:small-caps;">Tölle,
    M.</span> ; <span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Gassenmeier, Veronika</span> ; <span
    style="font-variant:small-caps;">Deppe, S.</span> ; <span style="font-variant:small-caps;">Ifrim,
    George Adrian</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>:
    <i>Modeling of Chlorella vulgaris in shake flasks with respect to light intensity
    and light duration</i>, 2020'
  havard: F. Kuhfuß, M. Tölle, T. Hernández Rodriguez, V. Gassenmeier, S. Deppe, G.A.
    Ifrim, B. Frahm, Modeling of Chlorella vulgaris in shake flasks with respect to
    light intensity and light duration, 2020.
  ieee: F. Kuhfuß <i>et al.</i>, <i>Modeling of Chlorella vulgaris in shake flasks
    with respect to light intensity and light duration</i>. 2020.
  mla: Kuhfuß, F., et al. <i>Modeling of Chlorella Vulgaris in Shake Flasks with Respect
    to Light Intensity and Light Duration</i>. 2020.
  short: F. Kuhfuß, M. Tölle, T. Hernández Rodriguez, V. Gassenmeier, S. Deppe, G.A.
    Ifrim, B. Frahm, Modeling of Chlorella Vulgaris in Shake Flasks with Respect to
    Light Intensity and Light Duration, 2020.
  ufg: '<b>Kuhfuß, F. et. al. (2020)</b>: Modeling of Chlorella vulgaris in shake
    flasks with respect to light intensity and light duration.'
  van: Kuhfuß F, Tölle M, Hernández Rodriguez T, Gassenmeier V, Deppe S, Ifrim GA,
    et al. Modeling of Chlorella vulgaris in shake flasks with respect to light intensity
    and light duration. 2020.
conference:
  end_date: 2020-02-19
  location: Recklinghausen, Germany
  name: BioProcessingDays 2020
  start_date: 2020-02-17
date_created: 2020-06-23T13:08:09Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Modeling of Chlorella vulgaris in shake flasks with respect to light intensity
  and light duration
type: conference_poster
user_id: '45673'
year: 2020
...
---
_id: '3008'
author:
- first_name: S.
  full_name: Deppe, S.
  last_name: Deppe
- first_name: F.
  full_name: Kuhfuß, F.
  last_name: Kuhfuß
- first_name: M.
  full_name: Tölle, M.
  last_name: Tölle
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Veronika
  full_name: Gassenmeier, Veronika
  id: '74048'
  last_name: Gassenmeier
- first_name: George Adrian
  full_name: Ifrim, George Adrian
  id: '73814'
  last_name: Ifrim
- first_name: J.
  full_name: Möller, J.
  last_name: Möller
- first_name: 'R. '
  full_name: 'Pörtner, R. '
  last_name: Pörtner
- first_name: A.
  full_name: Moser, A.
  last_name: Moser
- first_name: V. C.
  full_name: Hass, V. C.
  last_name: Hass
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Deppe S, Kuhfuß F, Tölle M, et al. <i>Model-Assisted Design of Experiments
    for Algae Cultivation</i>.; 2020.
  apa: Deppe, S., Kuhfuß, F., Tölle, M., Hernández Rodriguez, T., Gassenmeier, V.,
    Ifrim, G. A., … Frahm, B. (2020). <i>Model-assisted Design of Experiments for
    algae cultivation</i>. Presented at the BioProcessingDays 2020, Recklinghausen,
    Germany.
  bjps: <b>Deppe S <i>et al.</i></b> (2020) <i>Model-Assisted Design of Experiments
    for Algae Cultivation</i>. .
  chicago: Deppe, S., F. Kuhfuß, M. Tölle, Tanja Hernández Rodriguez, Veronika Gassenmeier,
    George Adrian Ifrim, J. Möller, et al. <i>Model-Assisted Design of Experiments
    for Algae Cultivation</i>, 2020.
  chicago-de: Deppe, S., F. Kuhfuß, M. Tölle, Tanja Hernández Rodriguez, Veronika
    Gassenmeier, George Adrian Ifrim, J. Möller, u. a. 2020. <i>Model-assisted Design
    of Experiments for algae cultivation</i>.
  din1505-2-1: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Deppe,
    S.</span> ; <span style="font-variant:small-caps;">Kuhfuß, F.</span> ; <span style="font-variant:small-caps;">Tölle,
    M.</span> ; <span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Gassenmeier, Veronika</span> ; <span
    style="font-variant:small-caps;">Ifrim, George Adrian</span> ; <span style="font-variant:small-caps;">Möller,
    J.</span> ; <span style="font-variant:small-caps;">Pörtner, R. </span> ; u. a.</span>:
    <i>Model-assisted Design of Experiments for algae cultivation</i>, 2020'
  havard: S. Deppe, F. Kuhfuß, M. Tölle, T. Hernández Rodriguez, V. Gassenmeier, G.A.
    Ifrim, J. Möller, R. Pörtner, A. Moser, V.C. Hass, B. Frahm, Model-assisted Design
    of Experiments for algae cultivation, 2020.
  ieee: S. Deppe <i>et al.</i>, <i>Model-assisted Design of Experiments for algae
    cultivation</i>. 2020.
  mla: Deppe, S., et al. <i>Model-Assisted Design of Experiments for Algae Cultivation</i>.
    2020.
  short: S. Deppe, F. Kuhfuß, M. Tölle, T. Hernández Rodriguez, V. Gassenmeier, G.A.
    Ifrim, J. Möller, R. Pörtner, A. Moser, V.C. Hass, B. Frahm, Model-Assisted Design
    of Experiments for Algae Cultivation, 2020.
  ufg: '<b>Deppe, S. et. al. (2020)</b>: Model-assisted Design of Experiments for
    algae cultivation.'
  van: Deppe S, Kuhfuß F, Tölle M, Hernández Rodriguez T, Gassenmeier V, Ifrim GA,
    et al. Model-assisted Design of Experiments for algae cultivation. 2020.
conference:
  end_date: 2020-02-19
  location: Recklinghausen, Germany
  name: BioProcessingDays 2020
  start_date: 2020-02-17
date_created: 2020-06-23T13:11:27Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Model-assisted Design of Experiments for algae cultivation
type: conference_poster
user_id: '45673'
year: 2020
...
---
_id: '3009'
author:
- first_name: George Adrian
  full_name: Ifrim, George Adrian
  id: '73814'
  last_name: Ifrim
- first_name: S.
  full_name: Deppe, S.
  last_name: Deppe
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Veronika
  full_name: Gassenmeier, Veronika
  id: '74048'
  last_name: Gassenmeier
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Ifrim GA, Deppe S, Hernández Rodriguez T, Gassenmeier V, Frahm B. <i>Modeling
    of Microalgae in an Air-Lift Photobioreactor for Biomass Production</i>.; 2020.
  apa: Ifrim, G. A., Deppe, S., Hernández Rodriguez, T., Gassenmeier, V., &#38; Frahm,
    B. (2020). <i>Modeling of microalgae in an air-lift photobioreactor for biomass
    production</i>. Presented at the BioProcessingDays 2020, Recklinghausen, Germany.
  bjps: <b>Ifrim GA <i>et al.</i></b> (2020) <i>Modeling of Microalgae in an Air-Lift
    Photobioreactor for Biomass Production</i>. .
  chicago: Ifrim, George Adrian, S. Deppe, Tanja Hernández Rodriguez, Veronika Gassenmeier,
    and Björn Frahm. <i>Modeling of Microalgae in an Air-Lift Photobioreactor for
    Biomass Production</i>, 2020.
  chicago-de: Ifrim, George Adrian, S. Deppe, Tanja Hernández Rodriguez, Veronika
    Gassenmeier und Björn Frahm. 2020. <i>Modeling of microalgae in an air-lift photobioreactor
    for biomass production</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Ifrim, George Adrian</span>
    ; <span style="font-variant:small-caps;">Deppe, S.</span> ; <span style="font-variant:small-caps;">Hernández
    Rodriguez, Tanja</span> ; <span style="font-variant:small-caps;">Gassenmeier,
    Veronika</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>:
    <i>Modeling of microalgae in an air-lift photobioreactor for biomass production</i>,
    2020'
  havard: G.A. Ifrim, S. Deppe, T. Hernández Rodriguez, V. Gassenmeier, B. Frahm,
    Modeling of microalgae in an air-lift photobioreactor for biomass production,
    2020.
  ieee: G. A. Ifrim, S. Deppe, T. Hernández Rodriguez, V. Gassenmeier, and B. Frahm,
    <i>Modeling of microalgae in an air-lift photobioreactor for biomass production</i>.
    2020.
  mla: Ifrim, George Adrian, et al. <i>Modeling of Microalgae in an Air-Lift Photobioreactor
    for Biomass Production</i>. 2020.
  short: G.A. Ifrim, S. Deppe, T. Hernández Rodriguez, V. Gassenmeier, B. Frahm, Modeling
    of Microalgae in an Air-Lift Photobioreactor for Biomass Production, 2020.
  ufg: '<b>Ifrim, George Adrian et. al. (2020)</b>: Modeling of microalgae in an air-lift
    photobioreactor for biomass production.'
  van: Ifrim GA, Deppe S, Hernández Rodriguez T, Gassenmeier V, Frahm B. Modeling
    of microalgae in an air-lift photobioreactor for biomass production. 2020.
conference:
  end_date: 2020-02-19
  location: Recklinghausen, Germany
  name: BioProcessingDays 2020
  start_date: 2020-02-17
date_created: 2020-06-23T13:13:19Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Modeling of microalgae in an air-lift photobioreactor for biomass production
type: conference_poster
user_id: '45673'
year: 2020
...
---
_id: '2391'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Christoph
  full_name: Posch, Christoph
  last_name: Posch
- first_name: Julia
  full_name: Schmutzhard, Julia
  last_name: Schmutzhard
- first_name: Josef
  full_name: Stettner, Josef
  last_name: Stettner
- first_name: Claus
  full_name: Weihs, Claus
  last_name: Weihs
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Posch C, Schmutzhard J, et al. Predicting industrial‐scale
    cell culture seed trains–A Bayesian framework for model fitting and parameter
    estimation, dealing with uncertainty in measurements and model parameters, applied
    to a nonlinear kinetic cell culture model, using an MCMC method. <i>Biotechnology
    and Bioengineering</i>. 2019;116(11):2944-2959. doi:<a href="https://doi.org/10.1002/bit.27125">10.1002/bit.27125</a>
  apa: Hernández Rodriguez, T., Posch, C., Schmutzhard, J., Stettner, J., Weihs, C.,
    Pörtner, R., &#38; Frahm, B. (2019). Predicting industrial‐scale cell culture
    seed trains–A Bayesian framework for model fitting and parameter estimation, dealing
    with uncertainty in measurements and model parameters, applied to a nonlinear
    kinetic cell culture model, using an MCMC method. <i>Biotechnology and Bioengineering</i>,
    <i>116</i>(11), 2944–2959. <a href="https://doi.org/10.1002/bit.27125">https://doi.org/10.1002/bit.27125</a>
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2019) Predicting Industrial‐scale
    Cell Culture Seed Trains–A Bayesian Framework for Model Fitting and Parameter
    Estimation, Dealing with Uncertainty in Measurements and Model Parameters, Applied
    to a Nonlinear Kinetic Cell Culture Model, Using an MCMC Method. <i>Biotechnology
    and Bioengineering</i> <b>116</b>, 2944–2959.
  chicago: 'Hernández Rodriguez, Tanja, Christoph Posch, Julia Schmutzhard, Josef
    Stettner, Claus Weihs, Ralf Pörtner, and Björn Frahm. “Predicting Industrial‐scale
    Cell Culture Seed Trains–A Bayesian Framework for Model Fitting and Parameter
    Estimation, Dealing with Uncertainty in Measurements and Model Parameters, Applied
    to a Nonlinear Kinetic Cell Culture Model, Using an MCMC Method.” <i>Biotechnology
    and Bioengineering</i> 116, no. 11 (2019): 2944–59. <a href="https://doi.org/10.1002/bit.27125">https://doi.org/10.1002/bit.27125</a>.'
  chicago-de: 'Hernández Rodriguez, Tanja, Christoph Posch, Julia Schmutzhard, Josef
    Stettner, Claus Weihs, Ralf Pörtner und Björn Frahm. 2019. Predicting industrial‐scale
    cell culture seed trains–A Bayesian framework for model fitting and parameter
    estimation, dealing with uncertainty in measurements and model parameters, applied
    to a nonlinear kinetic cell culture model, using an MCMC method. <i>Biotechnology
    and Bioengineering</i> 116, Nr. 11: 2944–2959. doi:<a href="https://doi.org/10.1002/bit.27125,">10.1002/bit.27125,</a>
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Posch, Christoph</span> ; <span style="font-variant:small-caps;">Schmutzhard,
    Julia</span> ; <span style="font-variant:small-caps;">Stettner, Josef</span> ;
    <span style="font-variant:small-caps;">Weihs, Claus</span> ; <span style="font-variant:small-caps;">Pörtner,
    Ralf</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>: Predicting
    industrial‐scale cell culture seed trains–A Bayesian framework for model fitting
    and parameter estimation, dealing with uncertainty in measurements and model parameters,
    applied to a nonlinear kinetic cell culture model, using an MCMC method. In: <i>Biotechnology
    and Bioengineering</i> Bd. 116, Wiley (2019), Nr. 11, S. 2944–2959'
  havard: T. Hernández Rodriguez, C. Posch, J. Schmutzhard, J. Stettner, C. Weihs,
    R. Pörtner, B. Frahm, Predicting industrial‐scale cell culture seed trains–A Bayesian
    framework for model fitting and parameter estimation, dealing with uncertainty
    in measurements and model parameters, applied to a nonlinear kinetic cell culture
    model, using an MCMC method, Biotechnology and Bioengineering. 116 (2019) 2944–2959.
  ieee: T. Hernández Rodriguez <i>et al.</i>, “Predicting industrial‐scale cell culture
    seed trains–A Bayesian framework for model fitting and parameter estimation, dealing
    with uncertainty in measurements and model parameters, applied to a nonlinear
    kinetic cell culture model, using an MCMC method,” <i>Biotechnology and Bioengineering</i>,
    vol. 116, no. 11, pp. 2944–2959, 2019.
  mla: Hernández Rodriguez, Tanja, et al. “Predicting Industrial‐scale Cell Culture
    Seed Trains–A Bayesian Framework for Model Fitting and Parameter Estimation, Dealing
    with Uncertainty in Measurements and Model Parameters, Applied to a Nonlinear
    Kinetic Cell Culture Model, Using an MCMC Method.” <i>Biotechnology and Bioengineering</i>,
    vol. 116, no. 11, Wiley, 2019, pp. 2944–59, doi:<a href="https://doi.org/10.1002/bit.27125">10.1002/bit.27125</a>.
  short: T. Hernández Rodriguez, C. Posch, J. Schmutzhard, J. Stettner, C. Weihs,
    R. Pörtner, B. Frahm, Biotechnology and Bioengineering 116 (2019) 2944–2959.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2019)</b>: Predicting industrial‐scale
    cell culture seed trains–A Bayesian framework for model fitting and parameter
    estimation, dealing with uncertainty in measurements and model parameters, applied
    to a nonlinear kinetic cell culture model, using an MCMC method, in: <i>Biotechnology
    and Bioengineering</i> <i>116</i> (<i>11</i>), S. 2944–2959.'
  van: Hernández Rodriguez T, Posch C, Schmutzhard J, Stettner J, Weihs C, Pörtner
    R, et al. Predicting industrial‐scale cell culture seed trains–A Bayesian framework
    for model fitting and parameter estimation, dealing with uncertainty in measurements
    and model parameters, applied to a nonlinear kinetic cell culture model, using
    an MCMC method. Biotechnology and Bioengineering. 2019;116(11):2944–59.
date_created: 2020-05-19T14:29:12Z
date_updated: 2023-03-15T13:49:39Z
department:
- _id: DEP4021
doi: 10.1002/bit.27125
intvolume: '       116'
issue: '11'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://onlinelibrary.wiley.com/doi/10.1002/bit.27125
oa: '1'
page: 2944-2959
publication: Biotechnology and Bioengineering
publication_identifier:
  eissn:
  - 1097-0290
  issn:
  - 0006-3592
publication_status: published
publisher: Wiley
quality_controlled: '1'
status: public
title: Predicting industrial‐scale cell culture seed trains–A Bayesian framework for
  model fitting and parameter estimation, dealing with uncertainty in measurements
  and model parameters, applied to a nonlinear kinetic cell culture model, using an
  MCMC method
type: scientific_journal_article
user_id: '45666'
volume: 116
year: 2019
...
---
_id: '2956'
author:
- first_name: J.
  full_name: Möller, J.
  last_name: Möller
- first_name: J.
  full_name: Müller, J.
  last_name: Müller
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: K. B.
  full_name: Kuchemüller, K. B.
  last_name: Kuchemüller
- first_name: L.
  full_name: Arndt, L.
  last_name: Arndt
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: R.
  full_name: Eibl, R.
  last_name: Eibl
- first_name: D.
  full_name: Eibl, D.
  last_name: Eibl
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
citation:
  ama: Möller J, Müller J, Hernández Rodriguez T, et al. <i>Workflow for Model-Assisted
    Design and Scale-up of Biopharmaceutical Production Processes</i>.; 2019.
  apa: 'Möller, J., Müller, J., Hernández Rodriguez, T., Kuchemüller, K. B., Arndt,
    L., Frahm, B., … Pörtner, R. (2019). <i>Workflow for model-assisted design and
    scale-up of biopharmaceutical production processes</i>. Presented at the BioTech
    2019 - Biopharmaceutical Manufacturing and Single-Use Technologies: Process intensification
    and continuous bioprocessing with single-use devices, Wädenswil, Switzerland.'
  bjps: <b>Möller J <i>et al.</i></b> (2019) <i>Workflow for Model-Assisted Design
    and Scale-up of Biopharmaceutical Production Processes</i>. .
  chicago: Möller, J., J. Müller, Tanja Hernández Rodriguez, K. B. Kuchemüller, L.
    Arndt, Björn Frahm, R. Eibl, D. Eibl, and R. Pörtner. <i>Workflow for Model-Assisted
    Design and Scale-up of Biopharmaceutical Production Processes</i>, 2019.
  chicago-de: Möller, J., J. Müller, Tanja Hernández Rodriguez, K. B. Kuchemüller,
    L. Arndt, Björn Frahm, R. Eibl, D. Eibl und R. Pörtner. 2019. <i>Workflow for
    model-assisted design and scale-up of biopharmaceutical production processes</i>.
  din1505-2-1: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Möller,
    J.</span> ; <span style="font-variant:small-caps;">Müller, J.</span> ; <span style="font-variant:small-caps;">Hernández
    Rodriguez, Tanja</span> ; <span style="font-variant:small-caps;">Kuchemüller,
    K. B.</span> ; <span style="font-variant:small-caps;">Arndt, L.</span> ; <span
    style="font-variant:small-caps;">Frahm, Björn</span> ; <span style="font-variant:small-caps;">Eibl,
    R.</span> ; <span style="font-variant:small-caps;">Eibl, D.</span> ; u. a.</span>:
    <i>Workflow for model-assisted design and scale-up of biopharmaceutical production
    processes</i>, 2019'
  havard: J. Möller, J. Müller, T. Hernández Rodriguez, K.B. Kuchemüller, L. Arndt,
    B. Frahm, R. Eibl, D. Eibl, R. Pörtner, Workflow for model-assisted design and
    scale-up of biopharmaceutical production processes, 2019.
  ieee: J. Möller <i>et al.</i>, <i>Workflow for model-assisted design and scale-up
    of biopharmaceutical production processes</i>. 2019.
  mla: Möller, J., et al. <i>Workflow for Model-Assisted Design and Scale-up of Biopharmaceutical
    Production Processes</i>. 2019.
  short: J. Möller, J. Müller, T. Hernández Rodriguez, K.B. Kuchemüller, L. Arndt,
    B. Frahm, R. Eibl, D. Eibl, R. Pörtner, Workflow for Model-Assisted Design and
    Scale-up of Biopharmaceutical Production Processes, 2019.
  ufg: '<b>Möller, J. et. al. (2019)</b>: Workflow for model-assisted design and scale-up
    of biopharmaceutical production processes.'
  van: Möller J, Müller J, Hernández Rodriguez T, Kuchemüller KB, Arndt L, Frahm B,
    et al. Workflow for model-assisted design and scale-up of biopharmaceutical production
    processes. 2019.
conference:
  end_date: 2019-07-04
  location: Wädenswil, Switzerland
  name: 'BioTech 2019 - Biopharmaceutical Manufacturing and Single-Use Technologies:
    Process intensification and continuous bioprocessing with single-use devices'
  start_date: 2019-07-02
date_created: 2020-06-18T09:43:27Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Workflow for model-assisted design and scale-up of biopharmaceutical production
  processes
type: conference_speech
user_id: '45666'
year: 2019
...
---
_id: '2957'
author:
- first_name: J.
  full_name: Möller, J.
  last_name: Möller
- first_name: K. B.
  full_name: Kuchemüller, K. B.
  last_name: Kuchemüller
- first_name: A.
  full_name: Moser, A.
  last_name: Moser
- first_name: V. C.
  full_name: Hass, V. C.
  last_name: Hass
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: S.
  full_name: Deppe, S.
  last_name: Deppe
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
citation:
  ama: Möller J, Kuchemüller KB, Moser A, et al. <i>Model-Assisted Design of Experiments</i>.;
    2019.
  apa: Möller, J., Kuchemüller, K. B., Moser, A., Hass, V. C., Hernández Rodriguez,
    T., Deppe, S., … Pörtner, R. (2019). <i>Model-Assisted Design of Experiments</i>.
    Presented at the 5th European Congress of Applied Biotechnology, Florence, Italy.
  bjps: <b>Möller J <i>et al.</i></b> (2019) <i>Model-Assisted Design of Experiments</i>.
    .
  chicago: Möller, J., K. B. Kuchemüller, A. Moser, V. C. Hass, Tanja Hernández Rodriguez,
    S. Deppe, Björn Frahm, and R. Pörtner. <i>Model-Assisted Design of Experiments</i>,
    2019.
  chicago-de: Möller, J., K. B. Kuchemüller, A. Moser, V. C. Hass, Tanja Hernández
    Rodriguez, S. Deppe, Björn Frahm und R. Pörtner. 2019. <i>Model-Assisted Design
    of Experiments</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Möller, J.</span> ; <span style="font-variant:small-caps;">Kuchemüller,
    K. B.</span> ; <span style="font-variant:small-caps;">Moser, A.</span> ; <span
    style="font-variant:small-caps;">Hass, V. C.</span> ; <span style="font-variant:small-caps;">Hernández
    Rodriguez, Tanja</span> ; <span style="font-variant:small-caps;">Deppe, S.</span>
    ; <span style="font-variant:small-caps;">Frahm, Björn</span> ; <span style="font-variant:small-caps;">Pörtner,
    R.</span>: <i>Model-Assisted Design of Experiments</i>, 2019'
  havard: J. Möller, K.B. Kuchemüller, A. Moser, V.C. Hass, T. Hernández Rodriguez,
    S. Deppe, B. Frahm, R. Pörtner, Model-Assisted Design of Experiments, 2019.
  ieee: J. Möller <i>et al.</i>, <i>Model-Assisted Design of Experiments</i>. 2019.
  mla: Möller, J., et al. <i>Model-Assisted Design of Experiments</i>. 2019.
  short: J. Möller, K.B. Kuchemüller, A. Moser, V.C. Hass, T. Hernández Rodriguez,
    S. Deppe, B. Frahm, R. Pörtner, Model-Assisted Design of Experiments, 2019.
  ufg: '<b>Möller, J. et. al. (2019)</b>: Model-Assisted Design of Experiments.'
  van: Möller J, Kuchemüller KB, Moser A, Hass VC, Hernández Rodriguez T, Deppe S,
    et al. Model-Assisted Design of Experiments. 2019.
conference:
  end_date: 2019-09-19
  location: Florence, Italy
  name: 5th European Congress of Applied Biotechnology
  start_date: 2019--09-15
date_created: 2020-06-18T10:34:16Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Model-Assisted Design of Experiments
type: conference_speech
user_id: '45666'
year: 2019
...
---
_id: '3000'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: C.
  full_name: Posch, C.
  last_name: Posch
- first_name: J.
  full_name: Schmutzhard, J.
  last_name: Schmutzhard
- first_name: J.
  full_name: Stettner, J.
  last_name: Stettner
- first_name: J.
  full_name: Weihs, J.
  last_name: Weihs
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Posch C, Schmutzhard J, et al. <i>Predicting Industrial
    Scale Cell Culture Seed Trains – Considerations of Input Uncertainty, New Process
    Data and Prognostic Intervals Using a Bayesian Approach and Sequential Bayesian
    Updating</i>.; 2019.
  apa: Hernández Rodriguez, T., Posch, C., Schmutzhard, J., Stettner, J., Weihs, J.,
    Pörtner, R., &#38; Frahm, B. (2019). <i>Predicting industrial scale cell culture
    seed trains – considerations of input uncertainty, new process data and prognostic
    intervals using a Bayesian approach and sequential Bayesian updating</i>. Presented
    at the BioProcessingDays 2019, Recklinghausen, Germany.
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2019) <i>Predicting Industrial
    Scale Cell Culture Seed Trains – Considerations of Input Uncertainty, New Process
    Data and Prognostic Intervals Using a Bayesian Approach and Sequential Bayesian
    Updating</i>. .
  chicago: Hernández Rodriguez, Tanja, C. Posch, J. Schmutzhard, J. Stettner, J. Weihs,
    R. Pörtner, and Björn Frahm. <i>Predicting Industrial Scale Cell Culture Seed
    Trains – Considerations of Input Uncertainty, New Process Data and Prognostic
    Intervals Using a Bayesian Approach and Sequential Bayesian Updating</i>, 2019.
  chicago-de: Hernández Rodriguez, Tanja, C. Posch, J. Schmutzhard, J. Stettner, J.
    Weihs, R. Pörtner und Björn Frahm. 2019. <i>Predicting industrial scale cell culture
    seed trains – considerations of input uncertainty, new process data and prognostic
    intervals using a Bayesian approach and sequential Bayesian updating</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Posch, C.</span> ; <span style="font-variant:small-caps;">Schmutzhard,
    J.</span> ; <span style="font-variant:small-caps;">Stettner, J.</span> ; <span
    style="font-variant:small-caps;">Weihs, J.</span> ; <span style="font-variant:small-caps;">Pörtner,
    R.</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>: <i>Predicting
    industrial scale cell culture seed trains – considerations of input uncertainty,
    new process data and prognostic intervals using a Bayesian approach and sequential
    Bayesian updating</i>, 2019'
  havard: T. Hernández Rodriguez, C. Posch, J. Schmutzhard, J. Stettner, J. Weihs,
    R. Pörtner, B. Frahm, Predicting industrial scale cell culture seed trains – considerations
    of input uncertainty, new process data and prognostic intervals using a Bayesian
    approach and sequential Bayesian updating, 2019.
  ieee: T. Hernández Rodriguez <i>et al.</i>, <i>Predicting industrial scale cell
    culture seed trains – considerations of input uncertainty, new process data and
    prognostic intervals using a Bayesian approach and sequential Bayesian updating</i>.
    2019.
  mla: Hernández Rodriguez, Tanja, et al. <i>Predicting Industrial Scale Cell Culture
    Seed Trains – Considerations of Input Uncertainty, New Process Data and Prognostic
    Intervals Using a Bayesian Approach and Sequential Bayesian Updating</i>. 2019.
  short: T. Hernández Rodriguez, C. Posch, J. Schmutzhard, J. Stettner, J. Weihs,
    R. Pörtner, B. Frahm, Predicting Industrial Scale Cell Culture Seed Trains – Considerations
    of Input Uncertainty, New Process Data and Prognostic Intervals Using a Bayesian
    Approach and Sequential Bayesian Updating, 2019.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2019)</b>: Predicting industrial scale
    cell culture seed trains – considerations of input uncertainty, new process data
    and prognostic intervals using a Bayesian approach and sequential Bayesian updating.'
  van: Hernández Rodriguez T, Posch C, Schmutzhard J, Stettner J, Weihs J, Pörtner
    R, et al. Predicting industrial scale cell culture seed trains – considerations
    of input uncertainty, new process data and prognostic intervals using a Bayesian
    approach and sequential Bayesian updating. 2019.
conference:
  end_date: 2019-02-20
  location: Recklinghausen, Germany
  name: BioProcessingDays 2019
  start_date: 2019-02-18
date_created: 2020-06-23T12:40:44Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Predicting industrial scale cell culture seed trains – considerations of input
  uncertainty, new process data and prognostic intervals using a Bayesian approach
  and sequential Bayesian updating
type: conference_poster
user_id: '45666'
year: 2019
...
---
_id: '3001'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: C.
  full_name: Posch, C.
  last_name: Posch
- first_name: J.
  full_name: Schmutzhard, J.
  last_name: Schmutzhard
- first_name: J.
  full_name: Stettner, J.
  last_name: Stettner
- first_name: J.
  full_name: Weihs, J.
  last_name: Weihs
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Posch C, Schmutzhard J, et al. <i>Predicting Industrial
    Scale Cell Culture Seed Trains – Considerations of Input Uncertainty, New Process
    Data and Prognostic Intervals Using a Bayesian Approach and Sequential Bayesian
    Updating</i>.; 2019.
  apa: 'Hernández Rodriguez, T., Posch, C., Schmutzhard, J., Stettner, J., Weihs,
    J., Pörtner, R., &#38; Frahm, B. (2019). <i>Predicting industrial scale cell culture
    seed trains – considerations of input uncertainty, new process data and prognostic
    intervals using a Bayesian approach and sequential Bayesian updating</i>. Presented
    at the 26th Meeting of the European Society for Animal Cell Technology (ESACT):
    Cell culture technologies: bridging academia and industry to provide solutions
    for patients, Copenhagen, Denmark.'
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2019) <i>Predicting Industrial
    Scale Cell Culture Seed Trains – Considerations of Input Uncertainty, New Process
    Data and Prognostic Intervals Using a Bayesian Approach and Sequential Bayesian
    Updating</i>. .
  chicago: Hernández Rodriguez, Tanja, C. Posch, J. Schmutzhard, J. Stettner, J. Weihs,
    R. Pörtner, and Björn Frahm. <i>Predicting Industrial Scale Cell Culture Seed
    Trains – Considerations of Input Uncertainty, New Process Data and Prognostic
    Intervals Using a Bayesian Approach and Sequential Bayesian Updating</i>, 2019.
  chicago-de: Hernández Rodriguez, Tanja, C. Posch, J. Schmutzhard, J. Stettner, J.
    Weihs, R. Pörtner und Björn Frahm. 2019. <i>Predicting industrial scale cell culture
    seed trains – considerations of input uncertainty, new process data and prognostic
    intervals using a Bayesian approach and sequential Bayesian updating</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Posch, C.</span> ; <span style="font-variant:small-caps;">Schmutzhard,
    J.</span> ; <span style="font-variant:small-caps;">Stettner, J.</span> ; <span
    style="font-variant:small-caps;">Weihs, J.</span> ; <span style="font-variant:small-caps;">Pörtner,
    R.</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>: <i>Predicting
    industrial scale cell culture seed trains – considerations of input uncertainty,
    new process data and prognostic intervals using a Bayesian approach and sequential
    Bayesian updating</i>, 2019'
  havard: T. Hernández Rodriguez, C. Posch, J. Schmutzhard, J. Stettner, J. Weihs,
    R. Pörtner, B. Frahm, Predicting industrial scale cell culture seed trains – considerations
    of input uncertainty, new process data and prognostic intervals using a Bayesian
    approach and sequential Bayesian updating, 2019.
  ieee: T. Hernández Rodriguez <i>et al.</i>, <i>Predicting industrial scale cell
    culture seed trains – considerations of input uncertainty, new process data and
    prognostic intervals using a Bayesian approach and sequential Bayesian updating</i>.
    2019.
  mla: Hernández Rodriguez, Tanja, et al. <i>Predicting Industrial Scale Cell Culture
    Seed Trains – Considerations of Input Uncertainty, New Process Data and Prognostic
    Intervals Using a Bayesian Approach and Sequential Bayesian Updating</i>. 2019.
  short: T. Hernández Rodriguez, C. Posch, J. Schmutzhard, J. Stettner, J. Weihs,
    R. Pörtner, B. Frahm, Predicting Industrial Scale Cell Culture Seed Trains – Considerations
    of Input Uncertainty, New Process Data and Prognostic Intervals Using a Bayesian
    Approach and Sequential Bayesian Updating, 2019.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2019)</b>: Predicting industrial scale
    cell culture seed trains – considerations of input uncertainty, new process data
    and prognostic intervals using a Bayesian approach and sequential Bayesian updating.'
  van: Hernández Rodriguez T, Posch C, Schmutzhard J, Stettner J, Weihs J, Pörtner
    R, et al. Predicting industrial scale cell culture seed trains – considerations
    of input uncertainty, new process data and prognostic intervals using a Bayesian
    approach and sequential Bayesian updating. 2019.
conference:
  end_date: 2019-05-08
  location: Copenhagen, Denmark
  name: '26th Meeting of the European Society for Animal Cell Technology (ESACT):
    Cell culture technologies: bridging academia and industry to provide solutions
    for patients'
  start_date: 2019-05-05
date_created: 2020-06-23T12:40:44Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Predicting industrial scale cell culture seed trains – considerations of input
  uncertainty, new process data and prognostic intervals using a Bayesian approach
  and sequential Bayesian updating
type: conference_poster
user_id: '45666'
year: 2019
...
---
_id: '3002'
author:
- first_name: J.
  full_name: Möller, J.
  last_name: Möller
- first_name: K. B.
  full_name: Kuchemüller, K. B.
  last_name: Kuchemüller
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: S.
  full_name: Deppe, S.
  last_name: Deppe
- first_name: George Adrian
  full_name: Ifrim, George Adrian
  id: '73814'
  last_name: Ifrim
- first_name: A.
  full_name: Moser, A.
  last_name: Moser
- first_name: V. C.
  full_name: Hass, V. C.
  last_name: Hass
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
citation:
  ama: Möller J, Kuchemüller KB, Hernández Rodriguez T, et al. <i>Model-Assisted Design
    of Experiments – Software Toolbox</i>.; 2019.
  apa: Möller, J., Kuchemüller, K. B., Hernández Rodriguez, T., Deppe, S., Ifrim,
    G. A., Moser, A., … Pörtner, R. (2019). <i>Model-Assisted Design of Experiments
    – Software Toolbox</i>. Presented at the DECHEMA Himmelfahrtstagung “Intensification
    and digitalisation for integral bioprocessing,” Hamburg, Germany.
  bjps: <b>Möller J <i>et al.</i></b> (2019) <i>Model-Assisted Design of Experiments
    – Software Toolbox</i>. .
  chicago: Möller, J., K. B. Kuchemüller, Tanja Hernández Rodriguez, S. Deppe, George
    Adrian Ifrim, A. Moser, V. C. Hass, Björn Frahm, and R. Pörtner. <i>Model-Assisted
    Design of Experiments – Software Toolbox</i>, 2019.
  chicago-de: Möller, J., K. B. Kuchemüller, Tanja Hernández Rodriguez, S. Deppe,
    George Adrian Ifrim, A. Moser, V. C. Hass, Björn Frahm und R. Pörtner. 2019. <i>Model-Assisted
    Design of Experiments – Software Toolbox</i>.
  din1505-2-1: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Möller,
    J.</span> ; <span style="font-variant:small-caps;">Kuchemüller, K. B.</span> ;
    <span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span> ; <span
    style="font-variant:small-caps;">Deppe, S.</span> ; <span style="font-variant:small-caps;">Ifrim,
    George Adrian</span> ; <span style="font-variant:small-caps;">Moser, A.</span>
    ; <span style="font-variant:small-caps;">Hass, V. C.</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span> ; u. a.</span>: <i>Model-Assisted Design of Experiments – Software
    Toolbox</i>, 2019'
  havard: J. Möller, K.B. Kuchemüller, T. Hernández Rodriguez, S. Deppe, G.A. Ifrim,
    A. Moser, V.C. Hass, B. Frahm, R. Pörtner, Model-Assisted Design of Experiments
    – Software Toolbox, 2019.
  ieee: J. Möller <i>et al.</i>, <i>Model-Assisted Design of Experiments – Software
    Toolbox</i>. 2019.
  mla: Möller, J., et al. <i>Model-Assisted Design of Experiments – Software Toolbox</i>.
    2019.
  short: J. Möller, K.B. Kuchemüller, T. Hernández Rodriguez, S. Deppe, G.A. Ifrim,
    A. Moser, V.C. Hass, B. Frahm, R. Pörtner, Model-Assisted Design of Experiments
    – Software Toolbox, 2019.
  ufg: '<b>Möller, J. et. al. (2019)</b>: Model-Assisted Design of Experiments – Software
    Toolbox.'
  van: Möller J, Kuchemüller KB, Hernández Rodriguez T, Deppe S, Ifrim GA, Moser A,
    et al. Model-Assisted Design of Experiments – Software Toolbox. 2019.
conference:
  end_date: 2019-05-29
  location: Hamburg, Germany
  name: DECHEMA Himmelfahrtstagung “Intensification and digitalisation for integral
    bioprocessing”
  start_date: 2019-05-27
date_created: 2020-06-23T12:46:33Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Model-Assisted Design of Experiments – Software Toolbox
type: conference_poster
user_id: '45673'
year: 2019
...
---
_id: '3003'
author:
- first_name: S.
  full_name: Deppe, S.
  last_name: Deppe
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Veronika
  full_name: Gassenmeier, Veronika
  id: '74048'
  last_name: Gassenmeier
- first_name: M.
  full_name: Tölle, M.
  last_name: Tölle
- first_name: F.
  full_name: Kuhfuß, F.
  last_name: Kuhfuß
- first_name: J.
  full_name: Möller, J.
  last_name: Möller
- first_name: 'K. B. '
  full_name: 'Kuchemüller, K. B. '
  last_name: Kuchemüller
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: A.
  full_name: Moser, A.
  last_name: Moser
- first_name: V. C.
  full_name: Hass, V. C.
  last_name: Hass
- first_name: George Adrian
  full_name: Ifrim, George Adrian
  id: '73814'
  last_name: Ifrim
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Deppe S, Hernández Rodriguez T, Gassenmeier V, et al. <i>Model-Assisted Design
    of Experiments for Algae Cultivation</i>.; 2019.
  apa: Deppe, S., Hernández Rodriguez, T., Gassenmeier, V., Tölle, M., Kuhfuß, F.,
    Möller, J., … Frahm, B. (2019). <i>Model-assisted Design of Experiments for algae
    cultivation</i>. Presented at the DECHEMA Himmelfahrtstagung “Intensification
    and digitalisation for integral bioprocessing,” Hamburg, Germany.
  bjps: <b>Deppe S <i>et al.</i></b> (2019) <i>Model-Assisted Design of Experiments
    for Algae Cultivation</i>. .
  chicago: Deppe, S., Tanja Hernández Rodriguez, Veronika Gassenmeier, M. Tölle, F.
    Kuhfuß, J. Möller, K. B.  Kuchemüller, et al. <i>Model-Assisted Design of Experiments
    for Algae Cultivation</i>, 2019.
  chicago-de: Deppe, S., Tanja Hernández Rodriguez, Veronika Gassenmeier, M. Tölle,
    F. Kuhfuß, J. Möller, K. B.  Kuchemüller, u. a. 2019. <i>Model-assisted Design
    of Experiments for algae cultivation</i>.
  din1505-2-1: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Deppe,
    S.</span> ; <span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Gassenmeier, Veronika</span> ; <span
    style="font-variant:small-caps;">Tölle, M.</span> ; <span style="font-variant:small-caps;">Kuhfuß,
    F.</span> ; <span style="font-variant:small-caps;">Möller, J.</span> ; <span style="font-variant:small-caps;">Kuchemüller,
    K. B. </span> ; <span style="font-variant:small-caps;">Pörtner, R.</span> ; u. a.</span>:
    <i>Model-assisted Design of Experiments for algae cultivation</i>, 2019'
  havard: S. Deppe, T. Hernández Rodriguez, V. Gassenmeier, M. Tölle, F. Kuhfuß, J.
    Möller, K.B. Kuchemüller, R. Pörtner, A. Moser, V.C. Hass, G.A. Ifrim, B. Frahm,
    Model-assisted Design of Experiments for algae cultivation, 2019.
  ieee: S. Deppe <i>et al.</i>, <i>Model-assisted Design of Experiments for algae
    cultivation</i>. 2019.
  mla: Deppe, S., et al. <i>Model-Assisted Design of Experiments for Algae Cultivation</i>.
    2019.
  short: S. Deppe, T. Hernández Rodriguez, V. Gassenmeier, M. Tölle, F. Kuhfuß, J.
    Möller, K.B. Kuchemüller, R. Pörtner, A. Moser, V.C. Hass, G.A. Ifrim, B. Frahm,
    Model-Assisted Design of Experiments for Algae Cultivation, 2019.
  ufg: '<b>Deppe, S. et. al. (2019)</b>: Model-assisted Design of Experiments for
    algae cultivation.'
  van: Deppe S, Hernández Rodriguez T, Gassenmeier V, Tölle M, Kuhfuß F, Möller J,
    et al. Model-assisted Design of Experiments for algae cultivation. 2019.
conference:
  end_date: 2019-05-29
  location: Hamburg, Germany
  name: DECHEMA Himmelfahrtstagung “Intensification and digitalisation for integral
    bioprocessing”
  start_date: 2019-05-27
date_created: 2020-06-23T12:52:41Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Model-assisted Design of Experiments for algae cultivation
type: conference_poster
user_id: '45673'
year: 2019
...
---
_id: '3004'
author:
- first_name: George Adrian
  full_name: Ifrim, George Adrian
  id: '73814'
  last_name: Ifrim
- first_name: S.
  full_name: Deppe, S.
  last_name: Deppe
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Veronika
  full_name: Gassenmeier, Veronika
  id: '74048'
  last_name: Gassenmeier
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Ifrim GA, Deppe S, Hernández Rodriguez T, Gassenmeier V, Frahm B. <i>Modeling
    of Microalgae in an Air-Lift Photobioreactor for Biomass Production</i>.; 2019.
  apa: Ifrim, G. A., Deppe, S., Hernández Rodriguez, T., Gassenmeier, V., &#38; Frahm,
    B. (2019). <i>Modeling of microalgae in an air-lift photobioreactor for biomass
    production</i>. Presented at the DECHEMA Himmelfahrtstagung “Intensification and
    digitalisation for integral bioprocessing,” Hamburg, Germany.
  bjps: <b>Ifrim GA <i>et al.</i></b> (2019) <i>Modeling of Microalgae in an Air-Lift
    Photobioreactor for Biomass Production</i>. .
  chicago: Ifrim, George Adrian, S. Deppe, Tanja Hernández Rodriguez, Veronika Gassenmeier,
    and Björn Frahm. <i>Modeling of Microalgae in an Air-Lift Photobioreactor for
    Biomass Production</i>, 2019.
  chicago-de: Ifrim, George Adrian, S. Deppe, Tanja Hernández Rodriguez, Veronika
    Gassenmeier und Björn Frahm. 2019. <i>Modeling of microalgae in an air-lift photobioreactor
    for biomass production</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Ifrim, George Adrian</span>
    ; <span style="font-variant:small-caps;">Deppe, S.</span> ; <span style="font-variant:small-caps;">Hernández
    Rodriguez, Tanja</span> ; <span style="font-variant:small-caps;">Gassenmeier,
    Veronika</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>:
    <i>Modeling of microalgae in an air-lift photobioreactor for biomass production</i>,
    2019'
  havard: G.A. Ifrim, S. Deppe, T. Hernández Rodriguez, V. Gassenmeier, B. Frahm,
    Modeling of microalgae in an air-lift photobioreactor for biomass production,
    2019.
  ieee: G. A. Ifrim, S. Deppe, T. Hernández Rodriguez, V. Gassenmeier, and B. Frahm,
    <i>Modeling of microalgae in an air-lift photobioreactor for biomass production</i>.
    2019.
  mla: Ifrim, George Adrian, et al. <i>Modeling of Microalgae in an Air-Lift Photobioreactor
    for Biomass Production</i>. 2019.
  short: G.A. Ifrim, S. Deppe, T. Hernández Rodriguez, V. Gassenmeier, B. Frahm, Modeling
    of Microalgae in an Air-Lift Photobioreactor for Biomass Production, 2019.
  ufg: '<b>Ifrim, George Adrian et. al. (2019)</b>: Modeling of microalgae in an air-lift
    photobioreactor for biomass production.'
  van: Ifrim GA, Deppe S, Hernández Rodriguez T, Gassenmeier V, Frahm B. Modeling
    of microalgae in an air-lift photobioreactor for biomass production. 2019.
conference:
  end_date: 2019-05-29
  location: Hamburg, Germany
  name: DECHEMA Himmelfahrtstagung “Intensification and digitalisation for integral
    bioprocessing”
  start_date: 2019-05-27
date_created: 2020-06-23T12:55:44Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Modeling of microalgae in an air-lift photobioreactor for biomass production
type: conference_poster
user_id: '45673'
year: 2019
...
---
_id: '3005'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: C.
  full_name: Posch, C.
  last_name: Posch
- first_name: J.
  full_name: Schmutzhard, J.
  last_name: Schmutzhard
- first_name: J.
  full_name: Stettner, J.
  last_name: Stettner
- first_name: J.
  full_name: Weihs, J.
  last_name: Weihs
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Posch C, Schmutzhard J, et al. <i>Predicting Industrial
    Scale Cell Culture Seed Trains – Considerations of Input Uncertainty, New Process
    Data and Prognostic Intervals Using a Bayesian Approach and Sequential Bayesian
    Updating</i>.; 2019.
  apa: Hernández Rodriguez, T., Posch, C., Schmutzhard, J., Stettner, J., Weihs, J.,
    Pörtner, R., &#38; Frahm, B. (2019). <i>Predicting industrial scale cell culture
    seed trains – considerations of input uncertainty, new process data and prognostic
    intervals using a Bayesian approach and sequential Bayesian updating</i>. Presented
    at the DECHEMA Himmelfahrtstagung “Intensification and digitalisation for integral
    bioprocessing,” Hamburg, Germany.
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2019) <i>Predicting Industrial
    Scale Cell Culture Seed Trains – Considerations of Input Uncertainty, New Process
    Data and Prognostic Intervals Using a Bayesian Approach and Sequential Bayesian
    Updating</i>. .
  chicago: Hernández Rodriguez, Tanja, C. Posch, J. Schmutzhard, J. Stettner, J. Weihs,
    R. Pörtner, and Björn Frahm. <i>Predicting Industrial Scale Cell Culture Seed
    Trains – Considerations of Input Uncertainty, New Process Data and Prognostic
    Intervals Using a Bayesian Approach and Sequential Bayesian Updating</i>, 2019.
  chicago-de: Hernández Rodriguez, Tanja, C. Posch, J. Schmutzhard, J. Stettner, J.
    Weihs, R. Pörtner und Björn Frahm. 2019. <i>Predicting industrial scale cell culture
    seed trains – considerations of input uncertainty, new process data and prognostic
    intervals using a Bayesian approach and sequential Bayesian updating</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Posch, C.</span> ; <span style="font-variant:small-caps;">Schmutzhard,
    J.</span> ; <span style="font-variant:small-caps;">Stettner, J.</span> ; <span
    style="font-variant:small-caps;">Weihs, J.</span> ; <span style="font-variant:small-caps;">Pörtner,
    R.</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>: <i>Predicting
    industrial scale cell culture seed trains – considerations of input uncertainty,
    new process data and prognostic intervals using a Bayesian approach and sequential
    Bayesian updating</i>, 2019'
  havard: T. Hernández Rodriguez, C. Posch, J. Schmutzhard, J. Stettner, J. Weihs,
    R. Pörtner, B. Frahm, Predicting industrial scale cell culture seed trains – considerations
    of input uncertainty, new process data and prognostic intervals using a Bayesian
    approach and sequential Bayesian updating, 2019.
  ieee: T. Hernández Rodriguez <i>et al.</i>, <i>Predicting industrial scale cell
    culture seed trains – considerations of input uncertainty, new process data and
    prognostic intervals using a Bayesian approach and sequential Bayesian updating</i>.
    2019.
  mla: Hernández Rodriguez, Tanja, et al. <i>Predicting Industrial Scale Cell Culture
    Seed Trains – Considerations of Input Uncertainty, New Process Data and Prognostic
    Intervals Using a Bayesian Approach and Sequential Bayesian Updating</i>. 2019.
  short: T. Hernández Rodriguez, C. Posch, J. Schmutzhard, J. Stettner, J. Weihs,
    R. Pörtner, B. Frahm, Predicting Industrial Scale Cell Culture Seed Trains – Considerations
    of Input Uncertainty, New Process Data and Prognostic Intervals Using a Bayesian
    Approach and Sequential Bayesian Updating, 2019.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2019)</b>: Predicting industrial scale
    cell culture seed trains – considerations of input uncertainty, new process data
    and prognostic intervals using a Bayesian approach and sequential Bayesian updating.'
  van: Hernández Rodriguez T, Posch C, Schmutzhard J, Stettner J, Weihs J, Pörtner
    R, et al. Predicting industrial scale cell culture seed trains – considerations
    of input uncertainty, new process data and prognostic intervals using a Bayesian
    approach and sequential Bayesian updating. 2019.
conference:
  end_date: 2019-05-29
  location: Hamburg, Germany
  name: DECHEMA Himmelfahrtstagung “Intensification and digitalisation for integral
    bioprocessing”
  start_date: 2019-05-27
date_created: 2020-06-23T13:01:27Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Predicting industrial scale cell culture seed trains – considerations of input
  uncertainty, new process data and prognostic intervals using a Bayesian approach
  and sequential Bayesian updating
type: conference_poster
user_id: '45666'
year: 2019
...
---
_id: '7935'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: Christoph
  full_name: Posch, Christoph
  last_name: Posch
- first_name: Julia
  full_name: Schmutzhard, Julia
  last_name: Schmutzhard
- first_name: Josef
  full_name: Stettner, Josef
  last_name: Stettner
citation:
  ama: Hernández Rodriguez T, Frahm B, Posch C, Schmutzhard J, Stettner J. <i>A Model-Assisted
    Approach for Design, Optimization and Control of Bioprocesses – a Software Tool
    for Seed Train Simulation and Optimization</i>.; 2018.
  apa: Hernández Rodriguez, T., Frahm, B., Posch, C., Schmutzhard, J., &#38; Stettner,
    J. (2018). <i>A model-assisted approach for design, optimization and control of
    bioprocesses – a software tool for seed train simulation and optimization</i>.
    Presented at the Sandoz, Kundl, Austria.
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2018) <i>A Model-Assisted Approach
    for Design, Optimization and Control of Bioprocesses – a Software Tool for Seed
    Train Simulation and Optimization</i>. .
  chicago: Hernández Rodriguez, Tanja, Björn Frahm, Christoph Posch, Julia Schmutzhard,
    and Josef Stettner. <i>A Model-Assisted Approach for Design, Optimization and
    Control of Bioprocesses – a Software Tool for Seed Train Simulation and Optimization</i>,
    2018.
  chicago-de: Hernández Rodriguez, Tanja, Björn Frahm, Christoph Posch, Julia Schmutzhard
    und Josef Stettner. 2018. <i>A model-assisted approach for design, optimization
    and control of bioprocesses – a software tool for seed train simulation and optimization</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Frahm, Björn</span> ; <span style="font-variant:small-caps;">Posch,
    Christoph</span> ; <span style="font-variant:small-caps;">Schmutzhard, Julia</span>
    ; <span style="font-variant:small-caps;">Stettner, Josef</span>: <i>A model-assisted
    approach for design, optimization and control of bioprocesses – a software tool
    for seed train simulation and optimization</i>, 2018'
  havard: T. Hernández Rodriguez, B. Frahm, C. Posch, J. Schmutzhard, J. Stettner,
    A model-assisted approach for design, optimization and control of bioprocesses
    – a software tool for seed train simulation and optimization, 2018.
  ieee: T. Hernández Rodriguez, B. Frahm, C. Posch, J. Schmutzhard, and J. Stettner,
    <i>A model-assisted approach for design, optimization and control of bioprocesses
    – a software tool for seed train simulation and optimization</i>. 2018.
  mla: Hernández Rodriguez, Tanja, et al. <i>A Model-Assisted Approach for Design,
    Optimization and Control of Bioprocesses – a Software Tool for Seed Train Simulation
    and Optimization</i>. 2018.
  short: T. Hernández Rodriguez, B. Frahm, C. Posch, J. Schmutzhard, J. Stettner,
    A Model-Assisted Approach for Design, Optimization and Control of Bioprocesses
    – a Software Tool for Seed Train Simulation and Optimization, 2018.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2018)</b>: A model-assisted approach
    for design, optimization and control of bioprocesses – a software tool for seed
    train simulation and optimization.'
  van: Hernández Rodriguez T, Frahm B, Posch C, Schmutzhard J, Stettner J. A model-assisted
    approach for design, optimization and control of bioprocesses – a software tool
    for seed train simulation and optimization. 2018.
conference:
  location: Kundl, Austria
  name: Sandoz
  start_date: 2018-04-10
date_created: 2022-05-04T19:44:35Z
date_updated: 2023-03-15T13:50:12Z
department:
- _id: DEP4021
language:
- iso: eng
status: public
title: A model-assisted approach for design, optimization and control of bioprocesses
  – a software tool for seed train simulation and optimization
type: conference_speech
user_id: '45666'
year: 2018
...
---
_id: '2390'
author:
- first_name: J.
  full_name: Möller, J.
  last_name: Möller
- first_name: 'K. B. '
  full_name: 'Kuchemüller, K. B. '
  last_name: Kuchemüller
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: V. C.
  full_name: Hass, V. C.
  last_name: Hass
- first_name: 'R. '
  full_name: 'Pörtner, R. '
  last_name: Pörtner
citation:
  ama: Möller J, Kuchemüller KB, Hernández Rodriguez T, Frahm B, Hass VC, Pörtner
    R. Model-Assisted Design of Process Strategies for Cell Culture Processes. <i>American
    Pharmaceutical Review</i>. 2018;3:39-41.
  apa: Möller, J., Kuchemüller, K. B., Hernández Rodriguez, T., Frahm, B., Hass, V.
    C., &#38; Pörtner, R. (2018). Model-Assisted Design of Process Strategies for
    Cell Culture Processes. <i>American Pharmaceutical Review</i>, <i>3</i>, 39–41.
  bjps: <b>Möller J <i>et al.</i></b> (2018) Model-Assisted Design of Process Strategies
    for Cell Culture Processes. <i>American Pharmaceutical Review</i> <b>3</b>, 39–41.
  chicago: 'Möller, J., K. B.  Kuchemüller, Tanja Hernández Rodriguez, Björn Frahm,
    V. C. Hass, and R.  Pörtner. “Model-Assisted Design of Process Strategies for
    Cell Culture Processes.” <i>American Pharmaceutical Review</i> 3 (2018): 39–41.'
  chicago-de: 'Möller, J., K. B.  Kuchemüller, Tanja Hernández Rodriguez, Björn Frahm,
    V. C. Hass und R.  Pörtner. 2018. Model-Assisted Design of Process Strategies
    for Cell Culture Processes. <i>American Pharmaceutical Review</i> 3: 39–41.'
  din1505-2-1: '<span style="font-variant:small-caps;">Möller, J.</span> ; <span style="font-variant:small-caps;">Kuchemüller,
    K. B. </span> ; <span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Frahm, Björn</span> ; <span style="font-variant:small-caps;">Hass,
    V. C.</span> ; <span style="font-variant:small-caps;">Pörtner, R. </span>: Model-Assisted
    Design of Process Strategies for Cell Culture Processes. In: <i>American Pharmaceutical
    Review</i> Bd. 3, Russel (2018), S. 39–41'
  havard: J. Möller, K.B. Kuchemüller, T. Hernández Rodriguez, B. Frahm, V.C. Hass,
    R. Pörtner, Model-Assisted Design of Process Strategies for Cell Culture Processes,
    American Pharmaceutical Review. 3 (2018) 39–41.
  ieee: J. Möller, K. B. Kuchemüller, T. Hernández Rodriguez, B. Frahm, V. C. Hass,
    and R. Pörtner, “Model-Assisted Design of Process Strategies for Cell Culture
    Processes,” <i>American Pharmaceutical Review</i>, vol. 3, pp. 39–41, 2018.
  mla: Möller, J., et al. “Model-Assisted Design of Process Strategies for Cell Culture
    Processes.” <i>American Pharmaceutical Review</i>, vol. 3, Russel, 2018, pp. 39–41.
  short: J. Möller, K.B. Kuchemüller, T. Hernández Rodriguez, B. Frahm, V.C. Hass,
    R. Pörtner, American Pharmaceutical Review 3 (2018) 39–41.
  ufg: '<b>Möller, J. et. al. (2018)</b>: Model-Assisted Design of Process Strategies
    for Cell Culture Processes, in: <i>American Pharmaceutical Review</i> <i>3</i>,
    S. 39–41.'
  van: Möller J, Kuchemüller KB, Hernández Rodriguez T, Frahm B, Hass VC, Pörtner
    R. Model-Assisted Design of Process Strategies for Cell Culture Processes. American
    Pharmaceutical Review. 2018;3:39–41.
date_created: 2020-05-19T14:28:02Z
date_updated: 2023-03-15T13:49:39Z
department:
- _id: DEP4021
intvolume: '         3'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.americanpharmaceuticalreview.com/Featured-Articles/348715-Model-Assisted-Design-of-Process-Strategies-for-Cell-Culture-Processes/
oa: '1'
page: 39-41
publication: American Pharmaceutical Review
publication_identifier:
  issn:
  - 1099-8012
publication_status: published
publisher: Russel
status: public
title: Model-Assisted Design of Process Strategies for Cell Culture Processes
type: scientific_journal_article
user_id: '45666'
volume: 3
year: 2018
...
---
_id: '2821'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Susan
  full_name: Krull, Susan
  last_name: Krull
- first_name: Volker C.
  full_name: Hass, Volker C.
  last_name: Hass
- first_name: Johannes
  full_name: Möller, Johannes
  last_name: Möller
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Krull S, Hass VC, Möller J, Pörtner R, Frahm B. <i>Model-Assisted
    Cell Culture Control – Unstructured, Unsegregated Models as a Key Element for
    Adaptive Seed Train and Fed-Batch Optimization</i>. Vol 112. BioMed Central; 2018:P175.
    doi:<a href="https://doi.org/10.1186/s12919-018-0097-x">10.1186/s12919-018-0097-x</a>
  apa: 'Hernández Rodriguez, T., Krull, S., Hass, V. C., Möller, J., Pörtner, R.,
    &#38; Frahm, B. (2018). <i>Model-assisted cell culture control – unstructured,
    unsegregated models as a key element for adaptive seed train and fed-batch optimization</i>.
    <i>BMC Proceedings</i> (Vol. 112, p. P175). Lausanne, Switzerland: BioMed Central.
    <a href="https://doi.org/10.1186/s12919-018-0097-x">https://doi.org/10.1186/s12919-018-0097-x</a>'
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2018) <i>Model-Assisted Cell Culture
    Control – Unstructured, Unsegregated Models as a Key Element for Adaptive Seed
    Train and Fed-Batch Optimization</i>. BioMed Central.
  chicago: Hernández Rodriguez, Tanja, Susan Krull, Volker C. Hass, Johannes Möller,
    Ralf Pörtner, and Björn Frahm. <i>Model-Assisted Cell Culture Control – Unstructured,
    Unsegregated Models as a Key Element for Adaptive Seed Train and Fed-Batch Optimization</i>.
    <i>BMC Proceedings</i>. Vol. 112. BioMed Central, 2018. <a href="https://doi.org/10.1186/s12919-018-0097-x">https://doi.org/10.1186/s12919-018-0097-x</a>.
  chicago-de: Hernández Rodriguez, Tanja, Susan Krull, Volker C. Hass, Johannes Möller,
    Ralf Pörtner und Björn Frahm. 2018. <i>Model-assisted cell culture control – unstructured,
    unsegregated models as a key element for adaptive seed train and fed-batch optimization</i>.
    <i>BMC Proceedings</i>. Bd. 112. BioMed Central. doi:<a href="https://doi.org/10.1186/s12919-018-0097-x,">10.1186/s12919-018-0097-x,</a>
    .
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Krull, Susan</span> ; <span style="font-variant:small-caps;">Hass,
    Volker C.</span> ; <span style="font-variant:small-caps;">Möller, Johannes</span>
    ; <span style="font-variant:small-caps;">Pörtner, Ralf</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span>: <i>Model-assisted cell culture control – unstructured, unsegregated
    models as a key element for adaptive seed train and fed-batch optimization</i>.
    Bd. 112 : BioMed Central, 2018'
  havard: T. Hernández Rodriguez, S. Krull, V.C. Hass, J. Möller, R. Pörtner, B. Frahm,
    Model-assisted cell culture control – unstructured, unsegregated models as a key
    element for adaptive seed train and fed-batch optimization, BioMed Central, 2018.
  ieee: T. Hernández Rodriguez, S. Krull, V. C. Hass, J. Möller, R. Pörtner, and B.
    Frahm, <i>Model-assisted cell culture control – unstructured, unsegregated models
    as a key element for adaptive seed train and fed-batch optimization</i>, vol.
    112. BioMed Central, 2018, p. P175.
  mla: Hernández Rodriguez, Tanja, et al. “Model-Assisted Cell Culture Control – Unstructured,
    Unsegregated Models as a Key Element for Adaptive Seed Train and Fed-Batch Optimization.”
    <i>BMC Proceedings</i>, vol. 112, BioMed Central, 2018, p. P175, doi:<a href="https://doi.org/10.1186/s12919-018-0097-x">10.1186/s12919-018-0097-x</a>.
  short: T. Hernández Rodriguez, S. Krull, V.C. Hass, J. Möller, R. Pörtner, B. Frahm,
    Model-Assisted Cell Culture Control – Unstructured, Unsegregated Models as a Key
    Element for Adaptive Seed Train and Fed-Batch Optimization, BioMed Central, 2018.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2018)</b>: Model-assisted cell culture
    control – unstructured, unsegregated models as a key element for adaptive seed
    train and fed-batch optimization (=<i> 112</i>).'
  van: Hernández Rodriguez T, Krull S, Hass VC, Möller J, Pörtner R, Frahm B. Model-assisted
    cell culture control – unstructured, unsegregated models as a key element for
    adaptive seed train and fed-batch optimization. Vol. 112, BMC Proceedings. BioMed
    Central; 2018.
conference:
  end_date: 2017-05-17
  location: Lausanne, Switzerland
  name: '25th European Society for Animal Cell Technology Meeting: Cell Technologies
    for Innovative Therapies'
  start_date: 2017-05-+14
date_created: 2020-06-04T13:44:12Z
date_updated: 2023-03-15T13:49:43Z
department:
- _id: DEP4021
doi: 10.1186/s12919-018-0097-x
intvolume: '       112'
language:
- iso: eng
page: P175
publication: BMC Proceedings
publication_identifier:
  issn:
  - 1753-6561
publication_status: published
publisher: BioMed Central
related_material:
  link:
  - relation: original
    url: https://bmcproc.biomedcentral.com/articles/10.1186/s12919-018-0097-x#Sec182
status: public
title: Model-assisted cell culture control – unstructured, unsegregated models as
  a key element for adaptive seed train and fed-batch optimization
type: conference_editor_article
user_id: '45666'
volume: 112
year: 2018
...
---
_id: '2997'
author:
- first_name: J.
  full_name: Möller, J.
  last_name: Möller
- first_name: K. B.
  full_name: Kuchemüller, K. B.
  last_name: Kuchemüller
- first_name: F.
  full_name: Freiberger, F.
  last_name: Freiberger
- first_name: P.
  full_name: Levermann, P.
  last_name: Levermann
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: V. C.
  full_name: Hass, V. C.
  last_name: Hass
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
citation:
  ama: Möller J, Kuchemüller KB, Freiberger F, et al. <i>Model-Assisted Design and
    Optimization of Process Strategies</i>.; 2018.
  apa: Möller, J., Kuchemüller, K. B., Freiberger, F., Levermann, P., Hernández Rodriguez,
    T., Frahm, B., … Pörtner, R. (2018). <i>Model-Assisted Design and Optimization
    of Process Strategies</i>. Presented at the BioProcessingDays 2018, Recklinghausen,
    Germany.
  bjps: <b>Möller J <i>et al.</i></b> (2018) <i>Model-Assisted Design and Optimization
    of Process Strategies</i>. .
  chicago: Möller, J., K. B. Kuchemüller, F. Freiberger, P. Levermann, Tanja Hernández
    Rodriguez, Björn Frahm, V. C. Hass, and R. Pörtner. <i>Model-Assisted Design and
    Optimization of Process Strategies</i>, 2018.
  chicago-de: Möller, J., K. B. Kuchemüller, F. Freiberger, P. Levermann, Tanja Hernández
    Rodriguez, Björn Frahm, V. C. Hass und R. Pörtner. 2018. <i>Model-Assisted Design
    and Optimization of Process Strategies</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Möller, J.</span> ; <span style="font-variant:small-caps;">Kuchemüller,
    K. B.</span> ; <span style="font-variant:small-caps;">Freiberger, F.</span> ;
    <span style="font-variant:small-caps;">Levermann, P.</span> ; <span style="font-variant:small-caps;">Hernández
    Rodriguez, Tanja</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>
    ; <span style="font-variant:small-caps;">Hass, V. C.</span> ; <span style="font-variant:small-caps;">Pörtner,
    R.</span>: <i>Model-Assisted Design and Optimization of Process Strategies</i>,
    2018'
  havard: J. Möller, K.B. Kuchemüller, F. Freiberger, P. Levermann, T. Hernández Rodriguez,
    B. Frahm, V.C. Hass, R. Pörtner, Model-Assisted Design and Optimization of Process
    Strategies, 2018.
  ieee: J. Möller <i>et al.</i>, <i>Model-Assisted Design and Optimization of Process
    Strategies</i>. 2018.
  mla: Möller, J., et al. <i>Model-Assisted Design and Optimization of Process Strategies</i>.
    2018.
  short: J. Möller, K.B. Kuchemüller, F. Freiberger, P. Levermann, T. Hernández Rodriguez,
    B. Frahm, V.C. Hass, R. Pörtner, Model-Assisted Design and Optimization of Process
    Strategies, 2018.
  ufg: '<b>Möller, J. et. al. (2018)</b>: Model-Assisted Design and Optimization of
    Process Strategies.'
  van: Möller J, Kuchemüller KB, Freiberger F, Levermann P, Hernández Rodriguez T,
    Frahm B, et al. Model-Assisted Design and Optimization of Process Strategies.
    2018.
conference:
  end_date: 2018-02-21
  location: Recklinghausen, Germany
  name: BioProcessingDays 2018
  start_date: 2018-02-19
date_created: 2020-06-23T12:29:45Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Model-Assisted Design and Optimization of Process Strategies
type: conference_poster
user_id: '45666'
year: 2018
...
---
_id: '2999'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: J.
  full_name: Möller, J.
  last_name: Möller
- first_name: K. B.
  full_name: Kuchemüller, K. B.
  last_name: Kuchemüller
- first_name: F.
  full_name: Freiberger, F.
  last_name: Freiberger
- first_name: P.
  full_name: Levermann, P.
  last_name: Levermann
- first_name: V. C.
  full_name: Hass, V. C.
  last_name: Hass
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
citation:
  ama: Hernández Rodriguez T, Möller J, Kuchemüller KB, et al. <i>Model-Assisted Strategies
    for Design, Optimization and Control of Bioprocesses</i>.; 2018.
  apa: 'Hernández Rodriguez, T., Möller, J., Kuchemüller, K. B., Freiberger, F., Levermann,
    P., Hass, V. C., … Pörtner, R. (2018). <i>Model-Assisted Strategies for Design,
    Optimization and Control of Bioprocesses</i>. Presented at the 5th BioProScale
    Symposium: Innovative scale up and scale down for bioprocess intensification,
    Berlin, Germany.'
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2018) <i>Model-Assisted Strategies
    for Design, Optimization and Control of Bioprocesses</i>. .
  chicago: Hernández Rodriguez, Tanja, J. Möller, K. B. Kuchemüller, F. Freiberger,
    P. Levermann, V. C. Hass, Björn Frahm, and R. Pörtner. <i>Model-Assisted Strategies
    for Design, Optimization and Control of Bioprocesses</i>, 2018.
  chicago-de: Hernández Rodriguez, Tanja, J. Möller, K. B. Kuchemüller, F. Freiberger,
    P. Levermann, V. C. Hass, Björn Frahm und R. Pörtner. 2018. <i>Model-Assisted
    Strategies for Design, Optimization and Control of Bioprocesses</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Möller, J.</span> ; <span style="font-variant:small-caps;">Kuchemüller,
    K. B.</span> ; <span style="font-variant:small-caps;">Freiberger, F.</span> ;
    <span style="font-variant:small-caps;">Levermann, P.</span> ; <span style="font-variant:small-caps;">Hass,
    V. C.</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span> ; <span
    style="font-variant:small-caps;">Pörtner, R.</span>: <i>Model-Assisted Strategies
    for Design, Optimization and Control of Bioprocesses</i>, 2018'
  havard: T. Hernández Rodriguez, J. Möller, K.B. Kuchemüller, F. Freiberger, P. Levermann,
    V.C. Hass, B. Frahm, R. Pörtner, Model-Assisted Strategies for Design, Optimization
    and Control of Bioprocesses, 2018.
  ieee: T. Hernández Rodriguez <i>et al.</i>, <i>Model-Assisted Strategies for Design,
    Optimization and Control of Bioprocesses</i>. 2018.
  mla: Hernández Rodriguez, Tanja, et al. <i>Model-Assisted Strategies for Design,
    Optimization and Control of Bioprocesses</i>. 2018.
  short: T. Hernández Rodriguez, J. Möller, K.B. Kuchemüller, F. Freiberger, P. Levermann,
    V.C. Hass, B. Frahm, R. Pörtner, Model-Assisted Strategies for Design, Optimization
    and Control of Bioprocesses, 2018.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2018)</b>: Model-Assisted Strategies
    for Design, Optimization and Control of Bioprocesses.'
  van: Hernández Rodriguez T, Möller J, Kuchemüller KB, Freiberger F, Levermann P,
    Hass VC, et al. Model-Assisted Strategies for Design, Optimization and Control
    of Bioprocesses. 2018.
conference:
  end_date: 2018-03-22
  location: Berlin, Germany
  name: '5th BioProScale Symposium: Innovative scale up and scale down for bioprocess
    intensification'
  start_date: 2018-03-20
date_created: 2020-06-23T12:34:51Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Model-Assisted Strategies for Design, Optimization and Control of Bioprocesses
type: conference_poster
user_id: '45666'
year: 2018
...
---
_id: '2920'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: S.
  full_name: Kern, S.
  last_name: Kern
- first_name: O.
  full_name: Platas Barradas, O.
  last_name: Platas Barradas
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Kern S, Platas Barradas O, Pörtner R, Frahm B. <i>Produktion
    von Biopharmazeutika – Ein MATLAB©-Tool zur Simulation und Optimierung von Zellvermehrungsverfahren</i>.;
    2017.
  apa: Hernández Rodriguez, T., Kern, S., Platas Barradas, O., Pörtner, R., &#38;
    Frahm, B. (2017). <i>Produktion von Biopharmazeutika – Ein MATLAB©-Tool zur Simulation
    und Optimierung von Zellvermehrungsverfahren</i>. Presented at the 3. Lippischer
    Automatisierungstreff der Produktions- und Werkstofftechnik (LAT/PWT), Lemgo,
    Germany.
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2017) <i>Produktion von Biopharmazeutika
    – Ein MATLAB©-Tool zur Simulation und Optimierung von Zellvermehrungsverfahren</i>.
    .
  chicago: Hernández Rodriguez, Tanja, S. Kern, O. Platas Barradas, R. Pörtner, and
    Björn Frahm. <i>Produktion von Biopharmazeutika – Ein MATLAB©-Tool zur Simulation
    und Optimierung von Zellvermehrungsverfahren</i>, 2017.
  chicago-de: Hernández Rodriguez, Tanja, S. Kern, O. Platas Barradas, R. Pörtner
    und Björn Frahm. 2017. <i>Produktion von Biopharmazeutika – Ein MATLAB©-Tool zur
    Simulation und Optimierung von Zellvermehrungsverfahren</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Kern, S.</span> ; <span style="font-variant:small-caps;">Platas
    Barradas, O.</span> ; <span style="font-variant:small-caps;">Pörtner, R.</span>
    ; <span style="font-variant:small-caps;">Frahm, Björn</span>: <i>Produktion von
    Biopharmazeutika – Ein MATLAB©-Tool zur Simulation und Optimierung von Zellvermehrungsverfahren</i>,
    2017'
  havard: T. Hernández Rodriguez, S. Kern, O. Platas Barradas, R. Pörtner, B. Frahm,
    Produktion von Biopharmazeutika – Ein MATLAB©-Tool zur Simulation und Optimierung
    von Zellvermehrungsverfahren, 2017.
  ieee: T. Hernández Rodriguez, S. Kern, O. Platas Barradas, R. Pörtner, and B. Frahm,
    <i>Produktion von Biopharmazeutika – Ein MATLAB©-Tool zur Simulation und Optimierung
    von Zellvermehrungsverfahren</i>. 2017.
  mla: Hernández Rodriguez, Tanja, et al. <i>Produktion von Biopharmazeutika – Ein
    MATLAB©-Tool zur Simulation und Optimierung von Zellvermehrungsverfahren</i>.
    2017.
  short: T. Hernández Rodriguez, S. Kern, O. Platas Barradas, R. Pörtner, B. Frahm,
    Produktion von Biopharmazeutika – Ein MATLAB©-Tool zur Simulation und Optimierung
    von Zellvermehrungsverfahren, 2017.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2017)</b>: Produktion von Biopharmazeutika
    – Ein MATLAB©-Tool zur Simulation und Optimierung von Zellvermehrungsverfahren.'
  van: Hernández Rodriguez T, Kern S, Platas Barradas O, Pörtner R, Frahm B. Produktion
    von Biopharmazeutika – Ein MATLAB©-Tool zur Simulation und Optimierung von Zellvermehrungsverfahren.
    2017.
conference:
  location: Lemgo, Germany
  name: 3. Lippischer Automatisierungstreff der Produktions- und Werkstofftechnik
    (LAT/PWT)
  start_date: 2017-05-19
date_created: 2020-06-16T14:18:13Z
date_updated: 2023-03-15T13:49:43Z
department:
- _id: DEP4021
language:
- iso: ger
publication_status: published
status: public
title: Produktion von Biopharmazeutika – Ein MATLAB©-Tool zur Simulation und Optimierung
  von Zellvermehrungsverfahren
type: conference_speech
user_id: '45666'
year: 2017
...
---
_id: '2921'
author:
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: J.
  full_name: Möller, J.
  last_name: Möller
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: V. C.
  full_name: Hass, V. C.
  last_name: Hass
citation:
  ama: Pörtner R, Möller J, Hernández Rodriguez T, Frahm B, Hass VC. <i>Model-Assisted
    Design and Optimization of Biotechnological Processes</i>.; 2017.
  apa: Pörtner, R., Möller, J., Hernández Rodriguez, T., Frahm, B., &#38; Hass, V.
    C. (2017). <i>Model-assisted design and optimization of biotechnological processes</i>.
    Presented at the DECHEMA Himmelfahrtstagung “Models for Developing and Optimising
    Biotech Production, Neu-Ulm, Germany.
  bjps: <b>Pörtner R <i>et al.</i></b> (2017) <i>Model-Assisted Design and Optimization
    of Biotechnological Processes</i>. .
  chicago: Pörtner, R., J. Möller, Tanja Hernández Rodriguez, Björn Frahm, and V.
    C. Hass. <i>Model-Assisted Design and Optimization of Biotechnological Processes</i>,
    2017.
  chicago-de: Pörtner, R., J. Möller, Tanja Hernández Rodriguez, Björn Frahm und V.
    C. Hass. 2017. <i>Model-assisted design and optimization of biotechnological processes</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Pörtner, R.</span> ; <span
    style="font-variant:small-caps;">Möller, J.</span> ; <span style="font-variant:small-caps;">Hernández
    Rodriguez, Tanja</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>
    ; <span style="font-variant:small-caps;">Hass, V. C.</span>: <i>Model-assisted
    design and optimization of biotechnological processes</i>, 2017'
  havard: R. Pörtner, J. Möller, T. Hernández Rodriguez, B. Frahm, V.C. Hass, Model-assisted
    design and optimization of biotechnological processes, 2017.
  ieee: R. Pörtner, J. Möller, T. Hernández Rodriguez, B. Frahm, and V. C. Hass, <i>Model-assisted
    design and optimization of biotechnological processes</i>. 2017.
  mla: Pörtner, R., et al. <i>Model-Assisted Design and Optimization of Biotechnological
    Processes</i>. 2017.
  short: R. Pörtner, J. Möller, T. Hernández Rodriguez, B. Frahm, V.C. Hass, Model-Assisted
    Design and Optimization of Biotechnological Processes, 2017.
  ufg: '<b>Pörtner, R. et. al. (2017)</b>: Model-assisted design and optimization
    of biotechnological processes.'
  van: Pörtner R, Möller J, Hernández Rodriguez T, Frahm B, Hass VC. Model-assisted
    design and optimization of biotechnological processes. 2017.
conference:
  end_date: 2017-05-24
  location: Neu-Ulm, Germany
  name: DECHEMA Himmelfahrtstagung “Models for Developing and Optimising Biotech Production
  start_date: 2017-05-22
date_created: 2020-06-16T14:28:17Z
date_updated: 2023-03-15T13:49:43Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Model-assisted design and optimization of biotechnological processes
type: conference_speech
user_id: '45666'
year: 2017
...
---
_id: '2950'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: K. S.
  full_name: Koopmann, K. S.
  last_name: Koopmann
- first_name: J.
  full_name: Klaes, J.
  last_name: Klaes
- first_name: S.
  full_name: Kern, S.
  last_name: Kern
- first_name: O.
  full_name: Platas Barradas, O.
  last_name: Platas Barradas
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Koopmann KS, Klaes J, et al. <i>Produktion von Biopharmazeutika
    – Ein MATLAB©-Tool zur Simulation und Optimierung von Zellvermehrungsverfahren</i>.;
    2017.
  apa: Hernández Rodriguez, T., Koopmann, K. S., Klaes, J., Kern, S., Platas Barradas,
    O., Pörtner, R., &#38; Frahm, B. (2017). <i>Produktion von Biopharmazeutika –
    Ein MATLAB©-Tool zur Simulation und Optimierung von Zellvermehrungsverfahren</i>.
    Presented at the MATLAB EXPO, Track “Optimierungsaufgaben in der Praxis,” Munic,
    Germany.
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2017) <i>Produktion von Biopharmazeutika
    – Ein MATLAB©-Tool zur Simulation und Optimierung von Zellvermehrungsverfahren</i>.
    .
  chicago: Hernández Rodriguez, Tanja, K. S. Koopmann, J. Klaes, S. Kern, O. Platas
    Barradas, R. Pörtner, and Björn Frahm. <i>Produktion von Biopharmazeutika – Ein
    MATLAB©-Tool zur Simulation und Optimierung von Zellvermehrungsverfahren</i>,
    2017.
  chicago-de: Hernández Rodriguez, Tanja, K. S. Koopmann, J. Klaes, S. Kern, O. Platas
    Barradas, R. Pörtner und Björn Frahm. 2017. <i>Produktion von Biopharmazeutika
    – Ein MATLAB©-Tool zur Simulation und Optimierung von Zellvermehrungsverfahren</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Koopmann, K. S.</span> ; <span style="font-variant:small-caps;">Klaes,
    J.</span> ; <span style="font-variant:small-caps;">Kern, S.</span> ; <span style="font-variant:small-caps;">Platas
    Barradas, O.</span> ; <span style="font-variant:small-caps;">Pörtner, R.</span>
    ; <span style="font-variant:small-caps;">Frahm, Björn</span>: <i>Produktion von
    Biopharmazeutika – Ein MATLAB©-Tool zur Simulation und Optimierung von Zellvermehrungsverfahren</i>,
    2017'
  havard: T. Hernández Rodriguez, K.S. Koopmann, J. Klaes, S. Kern, O. Platas Barradas,
    R. Pörtner, B. Frahm, Produktion von Biopharmazeutika – Ein MATLAB©-Tool zur Simulation
    und Optimierung von Zellvermehrungsverfahren, 2017.
  ieee: T. Hernández Rodriguez <i>et al.</i>, <i>Produktion von Biopharmazeutika –
    Ein MATLAB©-Tool zur Simulation und Optimierung von Zellvermehrungsverfahren</i>.
    2017.
  mla: Hernández Rodriguez, Tanja, et al. <i>Produktion von Biopharmazeutika – Ein
    MATLAB©-Tool zur Simulation und Optimierung von Zellvermehrungsverfahren</i>.
    2017.
  short: T. Hernández Rodriguez, K.S. Koopmann, J. Klaes, S. Kern, O. Platas Barradas,
    R. Pörtner, B. Frahm, Produktion von Biopharmazeutika – Ein MATLAB©-Tool zur Simulation
    und Optimierung von Zellvermehrungsverfahren, 2017.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2017)</b>: Produktion von Biopharmazeutika
    – Ein MATLAB©-Tool zur Simulation und Optimierung von Zellvermehrungsverfahren.'
  van: Hernández Rodriguez T, Koopmann KS, Klaes J, Kern S, Platas Barradas O, Pörtner
    R, et al. Produktion von Biopharmazeutika – Ein MATLAB©-Tool zur Simulation und
    Optimierung von Zellvermehrungsverfahren. 2017.
conference:
  location: Munic, Germany
  name: MATLAB EXPO, Track “Optimierungsaufgaben in der Praxis”
  start_date: 2017-06-27
date_created: 2020-06-18T09:31:40Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: ger
publication_status: published
status: public
title: Produktion von Biopharmazeutika – Ein MATLAB©-Tool zur Simulation und Optimierung
  von Zellvermehrungsverfahren
type: conference_speech
user_id: '45666'
year: 2017
...
---
_id: '2994'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: K. S.
  full_name: Koopmann, K. S.
  last_name: Koopmann
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Koopmann KS, Pörtner R, Frahm B. <i>Influence of Parameter
    Accuracies in Cell Culture Seed Train Simulations</i>.; 2017.
  apa: Hernández Rodriguez, T., Koopmann, K. S., Pörtner, R., &#38; Frahm, B. (2017).
    <i>Influence of parameter accuracies in cell culture seed train simulations</i>.
    Presented at the BioProcessingDays 2017, Recklinghausen, Germany.
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2017) <i>Influence of Parameter
    Accuracies in Cell Culture Seed Train Simulations</i>. .
  chicago: Hernández Rodriguez, Tanja, K. S. Koopmann, R. Pörtner, and Björn Frahm.
    <i>Influence of Parameter Accuracies in Cell Culture Seed Train Simulations</i>,
    2017.
  chicago-de: Hernández Rodriguez, Tanja, K. S. Koopmann, R. Pörtner und Björn Frahm.
    2017. <i>Influence of parameter accuracies in cell culture seed train simulations</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Koopmann, K. S.</span> ; <span style="font-variant:small-caps;">Pörtner,
    R.</span> ; <span style="font-variant:small-caps;">Frahm, Björn</span>: <i>Influence
    of parameter accuracies in cell culture seed train simulations</i>, 2017'
  havard: T. Hernández Rodriguez, K.S. Koopmann, R. Pörtner, B. Frahm, Influence of
    parameter accuracies in cell culture seed train simulations, 2017.
  ieee: T. Hernández Rodriguez, K. S. Koopmann, R. Pörtner, and B. Frahm, <i>Influence
    of parameter accuracies in cell culture seed train simulations</i>. 2017.
  mla: Hernández Rodriguez, Tanja, et al. <i>Influence of Parameter Accuracies in
    Cell Culture Seed Train Simulations</i>. 2017.
  short: T. Hernández Rodriguez, K.S. Koopmann, R. Pörtner, B. Frahm, Influence of
    Parameter Accuracies in Cell Culture Seed Train Simulations, 2017.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2017)</b>: Influence of parameter accuracies
    in cell culture seed train simulations.'
  van: Hernández Rodriguez T, Koopmann KS, Pörtner R, Frahm B. Influence of parameter
    accuracies in cell culture seed train simulations. 2017.
conference:
  end_date: 2017-02-22
  location: Recklinghausen, Germany
  name: BioProcessingDays 2017
  start_date: 2017-02-20
date_created: 2020-06-22T14:35:09Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Influence of parameter accuracies in cell culture seed train simulations
type: conference_poster
user_id: '45666'
year: 2017
...
---
_id: '2995'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: S.
  full_name: Krull, S.
  last_name: Krull
- first_name: V. C.
  full_name: Hass, V. C.
  last_name: Hass
- first_name: J.
  full_name: Möller, J.
  last_name: Möller
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Krull S, Hass VC, Möller J, Pörtner R, Frahm B. <i>Model-Based
    Cell Culture Control – Unstructured, Unsegregated Models as a Key Element for
    Adaptive Seed Train and Fed-Batch Optimization</i>.; 2017.
  apa: 'Hernández Rodriguez, T., Krull, S., Hass, V. C., Möller, J., Pörtner, R.,
    &#38; Frahm, B. (2017). <i>Model-based cell culture control – unstructured, unsegregated
    models as a key element for adaptive seed train and fed-batch optimization</i>.
    Presented at the 25th Meeting of the European Society for Animal Cell Technology
    (ESACT): Cell technologies for innovative therapies, Lausanne, Switzerland.'
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2017) <i>Model-Based Cell Culture
    Control – Unstructured, Unsegregated Models as a Key Element for Adaptive Seed
    Train and Fed-Batch Optimization</i>. .
  chicago: Hernández Rodriguez, Tanja, S. Krull, V. C. Hass, J. Möller, R. Pörtner,
    and Björn Frahm. <i>Model-Based Cell Culture Control – Unstructured, Unsegregated
    Models as a Key Element for Adaptive Seed Train and Fed-Batch Optimization</i>,
    2017.
  chicago-de: Hernández Rodriguez, Tanja, S. Krull, V. C. Hass, J. Möller, R. Pörtner
    und Björn Frahm. 2017. <i>Model-based cell culture control – unstructured, unsegregated
    models as a key element for adaptive seed train and fed-batch optimization</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Krull, S.</span> ; <span style="font-variant:small-caps;">Hass,
    V. C.</span> ; <span style="font-variant:small-caps;">Möller, J.</span> ; <span
    style="font-variant:small-caps;">Pörtner, R.</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span>: <i>Model-based cell culture control – unstructured, unsegregated
    models as a key element for adaptive seed train and fed-batch optimization</i>,
    2017'
  havard: T. Hernández Rodriguez, S. Krull, V.C. Hass, J. Möller, R. Pörtner, B. Frahm,
    Model-based cell culture control – unstructured, unsegregated models as a key
    element for adaptive seed train and fed-batch optimization, 2017.
  ieee: T. Hernández Rodriguez, S. Krull, V. C. Hass, J. Möller, R. Pörtner, and B.
    Frahm, <i>Model-based cell culture control – unstructured, unsegregated models
    as a key element for adaptive seed train and fed-batch optimization</i>. 2017.
  mla: Hernández Rodriguez, Tanja, et al. <i>Model-Based Cell Culture Control – Unstructured,
    Unsegregated Models as a Key Element for Adaptive Seed Train and Fed-Batch Optimization</i>.
    2017.
  short: T. Hernández Rodriguez, S. Krull, V.C. Hass, J. Möller, R. Pörtner, B. Frahm,
    Model-Based Cell Culture Control – Unstructured, Unsegregated Models as a Key
    Element for Adaptive Seed Train and Fed-Batch Optimization, 2017.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2017)</b>: Model-based cell culture
    control – unstructured, unsegregated models as a key element for adaptive seed
    train and fed-batch optimization.'
  van: Hernández Rodriguez T, Krull S, Hass VC, Möller J, Pörtner R, Frahm B. Model-based
    cell culture control – unstructured, unsegregated models as a key element for
    adaptive seed train and fed-batch optimization. 2017.
conference:
  end_date: 2017-05-17
  location: Lausanne, Switzerland
  name: '25th Meeting of the European Society for Animal Cell Technology (ESACT):
    Cell technologies for innovative therapies'
  start_date: 2017-05-14
date_created: 2020-06-23T12:23:00Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Model-based cell culture control – unstructured, unsegregated models as a key
  element for adaptive seed train and fed-batch optimization
type: conference_poster
user_id: '45666'
year: 2017
...
---
_id: '2996'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: S.
  full_name: Krull, S.
  last_name: Krull
- first_name: V. C.
  full_name: Hass, V. C.
  last_name: Hass
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Krull S, Hass VC, Pörtner R, Frahm B. <i>Model-Based
    Cell Culture Control – Unstructured, Unsegregated Models as a Key Element for
    Adaptive Seed Train and Fed-Batch Optimization</i>.; 2017.
  apa: Hernández Rodriguez, T., Krull, S., Hass, V. C., Pörtner, R., &#38; Frahm,
    B. (2017). <i>Model-based cell culture control – unstructured, unsegregated models
    as a key element for adaptive seed train and fed-batch optimization</i>. Presented
    at the DECHEMA Himmelfahrtstagung “Models for Developing and Optimising Biotech
    Production,” Neu-Ulm, Germany.
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2017) <i>Model-Based Cell Culture
    Control – Unstructured, Unsegregated Models as a Key Element for Adaptive Seed
    Train and Fed-Batch Optimization</i>. .
  chicago: Hernández Rodriguez, Tanja, S. Krull, V. C. Hass, R. Pörtner, and Björn
    Frahm. <i>Model-Based Cell Culture Control – Unstructured, Unsegregated Models
    as a Key Element for Adaptive Seed Train and Fed-Batch Optimization</i>, 2017.
  chicago-de: Hernández Rodriguez, Tanja, S. Krull, V. C. Hass, R. Pörtner und Björn
    Frahm. 2017. <i>Model-based cell culture control – unstructured, unsegregated
    models as a key element for adaptive seed train and fed-batch optimization</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Krull, S.</span> ; <span style="font-variant:small-caps;">Hass,
    V. C.</span> ; <span style="font-variant:small-caps;">Pörtner, R.</span> ; <span
    style="font-variant:small-caps;">Frahm, Björn</span>: <i>Model-based cell culture
    control – unstructured, unsegregated models as a key element for adaptive seed
    train and fed-batch optimization</i>, 2017'
  havard: T. Hernández Rodriguez, S. Krull, V.C. Hass, R. Pörtner, B. Frahm, Model-based
    cell culture control – unstructured, unsegregated models as a key element for
    adaptive seed train and fed-batch optimization, 2017.
  ieee: T. Hernández Rodriguez, S. Krull, V. C. Hass, R. Pörtner, and B. Frahm, <i>Model-based
    cell culture control – unstructured, unsegregated models as a key element for
    adaptive seed train and fed-batch optimization</i>. 2017.
  mla: Hernández Rodriguez, Tanja, et al. <i>Model-Based Cell Culture Control – Unstructured,
    Unsegregated Models as a Key Element for Adaptive Seed Train and Fed-Batch Optimization</i>.
    2017.
  short: T. Hernández Rodriguez, S. Krull, V.C. Hass, R. Pörtner, B. Frahm, Model-Based
    Cell Culture Control – Unstructured, Unsegregated Models as a Key Element for
    Adaptive Seed Train and Fed-Batch Optimization, 2017.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2017)</b>: Model-based cell culture
    control – unstructured, unsegregated models as a key element for adaptive seed
    train and fed-batch optimization.'
  van: Hernández Rodriguez T, Krull S, Hass VC, Pörtner R, Frahm B. Model-based cell
    culture control – unstructured, unsegregated models as a key element for adaptive
    seed train and fed-batch optimization. 2017.
conference:
  end_date: 2017-05-24
  location: Neu-Ulm, Germany
  name: DECHEMA Himmelfahrtstagung “Models for Developing and Optimising Biotech Production”
  start_date: 2017-05-22
date_created: 2020-06-23T12:26:07Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Model-based cell culture control – unstructured, unsegregated models as a key
  element for adaptive seed train and fed-batch optimization
type: conference_poster
user_id: '45666'
year: 2017
...
---
_id: '2992'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: S.
  full_name: Vörtler, S.
  last_name: Vörtler
- first_name: S.
  full_name: Kern, S.
  last_name: Kern
- first_name: O.
  full_name: Platas Barradas, O.
  last_name: Platas Barradas
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Vörtler S, Kern S, Platas Barradas O, Pörtner R, Frahm
    B. <i>A Software Tool for Biopharmaceutical Seed Train Design and Optimization</i>.;
    2016.
  apa: Hernández Rodriguez, T., Vörtler, S., Kern, S., Platas Barradas, O., Pörtner,
    R., &#38; Frahm, B. (2016). <i>A software tool for biopharmaceutical seed train
    design and optimization</i>. Presented at the BioProcessingDays 2016, Recklinghausen,
    Germany.
  bjps: <b>Hernández Rodriguez T <i>et al.</i></b> (2016) <i>A Software Tool for Biopharmaceutical
    Seed Train Design and Optimization</i>. .
  chicago: Hernández Rodriguez, Tanja, S. Vörtler, S. Kern, O. Platas Barradas, R.
    Pörtner, and Björn Frahm. <i>A Software Tool for Biopharmaceutical Seed Train
    Design and Optimization</i>, 2016.
  chicago-de: Hernández Rodriguez, Tanja, S. Vörtler, S. Kern, O. Platas Barradas,
    R. Pörtner und Björn Frahm. 2016. <i>A software tool for biopharmaceutical seed
    train design and optimization</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Vörtler, S.</span> ; <span style="font-variant:small-caps;">Kern,
    S.</span> ; <span style="font-variant:small-caps;">Platas Barradas, O.</span>
    ; <span style="font-variant:small-caps;">Pörtner, R.</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span>: <i>A software tool for biopharmaceutical seed train design and optimization</i>,
    2016'
  havard: T. Hernández Rodriguez, S. Vörtler, S. Kern, O. Platas Barradas, R. Pörtner,
    B. Frahm, A software tool for biopharmaceutical seed train design and optimization,
    2016.
  ieee: T. Hernández Rodriguez, S. Vörtler, S. Kern, O. Platas Barradas, R. Pörtner,
    and B. Frahm, <i>A software tool for biopharmaceutical seed train design and optimization</i>.
    2016.
  mla: Hernández Rodriguez, Tanja, et al. <i>A Software Tool for Biopharmaceutical
    Seed Train Design and Optimization</i>. 2016.
  short: T. Hernández Rodriguez, S. Vörtler, S. Kern, O. Platas Barradas, R. Pörtner,
    B. Frahm, A Software Tool for Biopharmaceutical Seed Train Design and Optimization,
    2016.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2016)</b>: A software tool for biopharmaceutical
    seed train design and optimization.'
  van: Hernández Rodriguez T, Vörtler S, Kern S, Platas Barradas O, Pörtner R, Frahm
    B. A software tool for biopharmaceutical seed train design and optimization. 2016.
conference:
  end_date: 2016-02-24
  location: Recklinghausen, Germany
  name: BioProcessingDays 2016
  start_date: 2016-02-22
date_created: 2020-06-22T14:23:50Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: A software tool for biopharmaceutical seed train design and optimization
type: conference_poster
user_id: '45666'
year: 2016
...
---
_id: '2993'
author:
- first_name: K. S.
  full_name: Koopmann, K. S.
  last_name: Koopmann
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: S.
  full_name: Vörtler, S.
  last_name: Vörtler
- first_name: U.
  full_name: Beshay, U.
  last_name: Beshay
- first_name: J.
  full_name: Möller, J.
  last_name: Möller
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Koopmann KS, Hernández Rodriguez T, Vörtler S, et al. <i>Simulation of Cell
    Culture Seed Trains – Investigation of the Influence of Parameter Inaccuracies</i>.;
    2016.
  apa: Koopmann, K. S., Hernández Rodriguez, T., Vörtler, S., Beshay, U., Möller,
    J., Pörtner, R., &#38; Frahm, B. (2016). <i>Simulation of cell culture seed trains
    – investigation of the influence of parameter inaccuracies</i>. Presented at the
    DECHEMA Himmelfahrtstagung “New Frontiers for Biotech-Processes,” Koblenz, Germany.
  bjps: <b>Koopmann KS <i>et al.</i></b> (2016) <i>Simulation of Cell Culture Seed
    Trains – Investigation of the Influence of Parameter Inaccuracies</i>. .
  chicago: Koopmann, K. S., Tanja Hernández Rodriguez, S. Vörtler, U. Beshay, J. Möller,
    R. Pörtner, and Björn Frahm. <i>Simulation of Cell Culture Seed Trains – Investigation
    of the Influence of Parameter Inaccuracies</i>, 2016.
  chicago-de: Koopmann, K. S., Tanja Hernández Rodriguez, S. Vörtler, U. Beshay, J.
    Möller, R. Pörtner und Björn Frahm. 2016. <i>Simulation of cell culture seed trains
    – investigation of the influence of parameter inaccuracies</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Koopmann, K. S.</span> ; <span
    style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span> ; <span style="font-variant:small-caps;">Vörtler,
    S.</span> ; <span style="font-variant:small-caps;">Beshay, U.</span> ; <span style="font-variant:small-caps;">Möller,
    J.</span> ; <span style="font-variant:small-caps;">Pörtner, R.</span> ; <span
    style="font-variant:small-caps;">Frahm, Björn</span>: <i>Simulation of cell culture
    seed trains – investigation of the influence of parameter inaccuracies</i>, 2016'
  havard: K.S. Koopmann, T. Hernández Rodriguez, S. Vörtler, U. Beshay, J. Möller,
    R. Pörtner, B. Frahm, Simulation of cell culture seed trains – investigation of
    the influence of parameter inaccuracies, 2016.
  ieee: K. S. Koopmann <i>et al.</i>, <i>Simulation of cell culture seed trains –
    investigation of the influence of parameter inaccuracies</i>. 2016.
  mla: Koopmann, K. S., et al. <i>Simulation of Cell Culture Seed Trains – Investigation
    of the Influence of Parameter Inaccuracies</i>. 2016.
  short: K.S. Koopmann, T. Hernández Rodriguez, S. Vörtler, U. Beshay, J. Möller,
    R. Pörtner, B. Frahm, Simulation of Cell Culture Seed Trains – Investigation of
    the Influence of Parameter Inaccuracies, 2016.
  ufg: '<b>Koopmann, K. S. et. al. (2016)</b>: Simulation of cell culture seed trains
    – investigation of the influence of parameter inaccuracies.'
  van: Koopmann KS, Hernández Rodriguez T, Vörtler S, Beshay U, Möller J, Pörtner
    R, et al. Simulation of cell culture seed trains – investigation of the influence
    of parameter inaccuracies. 2016.
conference:
  end_date: 2016-05-04
  location: Koblenz, Germany
  name: DECHEMA Himmelfahrtstagung “New Frontiers for Biotech-Processes”
  start_date: 2016-05-02
date_created: 2020-06-22T14:32:13Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Simulation of cell culture seed trains – investigation of the influence of
  parameter inaccuracies
type: conference_poster
user_id: '45666'
year: 2016
...
---
_id: '2819'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Pörtner R, Frahm B. <i>Considerations for Cell Passaging
    in Cell Culture Seed Trains</i>. Vol 9. BioMed Central; 2015. doi:<a href="https://doi.org/10.1186/1753-6561-9-s9-p43">10.1186/1753-6561-9-s9-p43</a>
  apa: Hernández Rodriguez, T., Pörtner, R., &#38; Frahm, B. (2015). <i>Considerations
    for cell passaging in cell culture seed trains</i>. <i>BMC proceedings / BioMed
    Central</i> (Vol. 9). BioMed Central. <a href="https://doi.org/10.1186/1753-6561-9-s9-p43">https://doi.org/10.1186/1753-6561-9-s9-p43</a>
  bjps: <b>Hernández Rodriguez T, Pörtner R and Frahm B</b> (2015) <i>Considerations
    for Cell Passaging in Cell Culture Seed Trains</i>. BioMed Central.
  chicago: Hernández Rodriguez, Tanja, Ralf Pörtner, and Björn Frahm. <i>Considerations
    for Cell Passaging in Cell Culture Seed Trains</i>. <i>BMC Proceedings / BioMed
    Central</i>. Vol. 9. BioMed Central, 2015. <a href="https://doi.org/10.1186/1753-6561-9-s9-p43">https://doi.org/10.1186/1753-6561-9-s9-p43</a>.
  chicago-de: Hernández Rodriguez, Tanja, Ralf Pörtner und Björn Frahm. 2015. <i>Considerations
    for cell passaging in cell culture seed trains</i>. <i>BMC proceedings / BioMed
    Central</i>. Bd. 9. BioMed Central. doi:<a href="https://doi.org/10.1186/1753-6561-9-s9-p43,">10.1186/1753-6561-9-s9-p43,</a>
    .
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Pörtner, Ralf</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span>: <i>Considerations for cell passaging in cell culture seed trains</i>.
    Bd. 9 : BioMed Central, 2015'
  havard: T. Hernández Rodriguez, R. Pörtner, B. Frahm, Considerations for cell passaging
    in cell culture seed trains, BioMed Central, 2015.
  ieee: T. Hernández Rodriguez, R. Pörtner, and B. Frahm, <i>Considerations for cell
    passaging in cell culture seed trains</i>, vol. 9. BioMed Central, 2015.
  mla: Hernández Rodriguez, Tanja, et al. “Considerations for Cell Passaging in Cell
    Culture Seed Trains.” <i>BMC Proceedings / BioMed Central</i>, vol. 9, BioMed
    Central, 2015, doi:<a href="https://doi.org/10.1186/1753-6561-9-s9-p43">10.1186/1753-6561-9-s9-p43</a>.
  short: T. Hernández Rodriguez, R. Pörtner, B. Frahm, Considerations for Cell Passaging
    in Cell Culture Seed Trains, BioMed Central, 2015.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2015)</b>: Considerations for cell
    passaging in cell culture seed trains (=<i> 9</i>).'
  van: Hernández Rodriguez T, Pörtner R, Frahm B. Considerations for cell passaging
    in cell culture seed trains. Vol. 9, BMC proceedings / BioMed Central. BioMed
    Central; 2015.
date_created: 2020-06-04T13:39:24Z
date_updated: 2023-03-15T13:49:43Z
department:
- _id: DEP4021
doi: 10.1186/1753-6561-9-s9-p43
intvolume: '         9'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://bmcproc.biomedcentral.com/articles/10.1186/1753-6561-9-S9-P43
oa: '1'
publication: BMC proceedings / BioMed Central
publication_identifier:
  eissn:
  - 1753-6561
publication_status: published
publisher: BioMed Central
status: public
title: Considerations for cell passaging in cell culture seed trains
type: conference_editor_article
user_id: '45666'
volume: 9
year: 2015
...
---
_id: '2917'
author:
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: S.
  full_name: Kern, S.
  last_name: Kern
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
citation:
  ama: Frahm B, Pörtner R, Kern S, Hernández Rodriguez T. <i>Seed Train Design and
    Optimization for Animal Cell Suspension Culture</i>.; 2015.
  apa: Frahm, B., Pörtner, R., Kern, S., &#38; Hernández Rodriguez, T. (2015). <i>Seed
    train design and optimization for animal cell suspension culture</i>. Presented
    at the ACHEMA 2015, Frankfurt am Main, Germany.
  bjps: <b>Frahm B <i>et al.</i></b> (2015) <i>Seed Train Design and Optimization
    for Animal Cell Suspension Culture</i>. .
  chicago: Frahm, Björn, R. Pörtner, S. Kern, and Tanja Hernández Rodriguez. <i>Seed
    Train Design and Optimization for Animal Cell Suspension Culture</i>, 2015.
  chicago-de: Frahm, Björn, R. Pörtner, S. Kern und Tanja Hernández Rodriguez. 2015.
    <i>Seed train design and optimization for animal cell suspension culture</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Frahm, Björn</span> ; <span
    style="font-variant:small-caps;">Pörtner, R.</span> ; <span style="font-variant:small-caps;">Kern,
    S.</span> ; <span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>:
    <i>Seed train design and optimization for animal cell suspension culture</i>,
    2015'
  havard: B. Frahm, R. Pörtner, S. Kern, T. Hernández Rodriguez, Seed train design
    and optimization for animal cell suspension culture, 2015.
  ieee: B. Frahm, R. Pörtner, S. Kern, and T. Hernández Rodriguez, <i>Seed train design
    and optimization for animal cell suspension culture</i>. 2015.
  mla: Frahm, Björn, et al. <i>Seed Train Design and Optimization for Animal Cell
    Suspension Culture</i>. 2015.
  short: B. Frahm, R. Pörtner, S. Kern, T. Hernández Rodriguez, Seed Train Design
    and Optimization for Animal Cell Suspension Culture, 2015.
  ufg: '<b>Frahm, Björn et. al. (2015)</b>: Seed train design and optimization for
    animal cell suspension culture.'
  van: Frahm B, Pörtner R, Kern S, Hernández Rodriguez T. Seed train design and optimization
    for animal cell suspension culture. 2015.
conference:
  end_date: 2015-06-19
  location: Frankfurt am Main, Germany
  name: ACHEMA 2015
  start_date: 2015-06-15
date_created: 2020-06-15T14:12:09Z
date_updated: 2023-03-15T13:49:43Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
related_material:
  link:
  - relation: other
    url: https://www.process.vogel.de/heftarchiv/?k=&p=1&y=2015&s=2
status: public
title: Seed train design and optimization for animal cell suspension culture
type: conference_speech
user_id: '45666'
year: 2015
...
---
_id: '2919'
author:
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: S.
  full_name: Kern, S.
  last_name: Kern
- first_name: K. S.
  full_name: Koopmann, K. S.
  last_name: Koopmann
- first_name: U.
  full_name: Beshay, U.
  last_name: Beshay
- first_name: O.
  full_name: Platas-Barradas, O.
  last_name: Platas-Barradas
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
citation:
  ama: Frahm B, Hernández Rodriguez T, Kern S, et al. <i>Seed Train Design and Optimization
    for Animal Cell Suspension Culture</i>.; 2015.
  apa: Frahm, B., Hernández Rodriguez, T., Kern, S., Koopmann, K. S., Beshay, U.,
    Platas-Barradas, O., &#38; Pörtner, R. (2015). <i>Seed train design and optimization
    for animal cell suspension culture</i>. Presented at the Max-Planck-Institut für
    Dynamik komplexer technischer Systeme, Magdeburg, Germany.
  bjps: <b>Frahm B <i>et al.</i></b> (2015) <i>Seed Train Design and Optimization
    for Animal Cell Suspension Culture</i>. .
  chicago: Frahm, Björn, Tanja Hernández Rodriguez, S. Kern, K. S. Koopmann, U. Beshay,
    O. Platas-Barradas, and R. Pörtner. <i>Seed Train Design and Optimization for
    Animal Cell Suspension Culture</i>, 2015.
  chicago-de: Frahm, Björn, Tanja Hernández Rodriguez, S. Kern, K. S. Koopmann, U.
    Beshay, O. Platas-Barradas und R. Pörtner. 2015. <i>Seed train design and optimization
    for animal cell suspension culture</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Frahm, Björn</span> ; <span
    style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span> ; <span style="font-variant:small-caps;">Kern,
    S.</span> ; <span style="font-variant:small-caps;">Koopmann, K. S.</span> ; <span
    style="font-variant:small-caps;">Beshay, U.</span> ; <span style="font-variant:small-caps;">Platas-Barradas,
    O.</span> ; <span style="font-variant:small-caps;">Pörtner, R.</span>: <i>Seed
    train design and optimization for animal cell suspension culture</i>, 2015'
  havard: B. Frahm, T. Hernández Rodriguez, S. Kern, K.S. Koopmann, U. Beshay, O.
    Platas-Barradas, R. Pörtner, Seed train design and optimization for animal cell
    suspension culture, 2015.
  ieee: B. Frahm <i>et al.</i>, <i>Seed train design and optimization for animal cell
    suspension culture</i>. 2015.
  mla: Frahm, Björn, et al. <i>Seed Train Design and Optimization for Animal Cell
    Suspension Culture</i>. 2015.
  short: B. Frahm, T. Hernández Rodriguez, S. Kern, K.S. Koopmann, U. Beshay, O. Platas-Barradas,
    R. Pörtner, Seed Train Design and Optimization for Animal Cell Suspension Culture,
    2015.
  ufg: '<b>Frahm, Björn et. al. (2015)</b>: Seed train design and optimization for
    animal cell suspension culture.'
  van: Frahm B, Hernández Rodriguez T, Kern S, Koopmann KS, Beshay U, Platas-Barradas
    O, et al. Seed train design and optimization for animal cell suspension culture.
    2015.
conference:
  location: Magdeburg, Germany
  name: Max-Planck-Institut für Dynamik komplexer technischer Systeme
  start_date: 2015-07-13
date_created: 2020-06-16T14:09:07Z
date_updated: 2023-03-15T13:49:43Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Seed train design and optimization for animal cell suspension culture
type: conference_speech
user_id: '45666'
year: 2015
...
---
_id: '2985'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Pörtner R, Frahm B. <i>Considerations for Cell Passaging
    in Cell Culture Seed Trains</i>.; 2015.
  apa: Hernández Rodriguez, T., Pörtner, R., &#38; Frahm, B. (2015). <i>Considerations
    for cell passaging in cell culture seed trains</i>. Presented at the DECHEMA Himmelfahrtstagung
    “Scale-up and scale-down of bioprocesses,” Hamburg, Germany.
  bjps: <b>Hernández Rodriguez T, Pörtner R and Frahm B</b> (2015) <i>Considerations
    for Cell Passaging in Cell Culture Seed Trains</i>. .
  chicago: Hernández Rodriguez, Tanja, R. Pörtner, and Björn Frahm. <i>Considerations
    for Cell Passaging in Cell Culture Seed Trains</i>, 2015.
  chicago-de: Hernández Rodriguez, Tanja, R. Pörtner und Björn Frahm. 2015. <i>Considerations
    for cell passaging in cell culture seed trains</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Pörtner, R.</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span>: <i>Considerations for cell passaging in cell culture seed trains</i>,
    2015'
  havard: T. Hernández Rodriguez, R. Pörtner, B. Frahm, Considerations for cell passaging
    in cell culture seed trains, 2015.
  ieee: T. Hernández Rodriguez, R. Pörtner, and B. Frahm, <i>Considerations for cell
    passaging in cell culture seed trains</i>. 2015.
  mla: Hernández Rodriguez, Tanja, et al. <i>Considerations for Cell Passaging in
    Cell Culture Seed Trains</i>. 2015.
  short: T. Hernández Rodriguez, R. Pörtner, B. Frahm, Considerations for Cell Passaging
    in Cell Culture Seed Trains, 2015.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2015)</b>: Considerations for cell
    passaging in cell culture seed trains.'
  van: Hernández Rodriguez T, Pörtner R, Frahm B. Considerations for cell passaging
    in cell culture seed trains. 2015.
conference:
  end_date: 2015-05-13
  location: Hamburg, Germany
  name: DECHEMA Himmelfahrtstagung “Scale-up and scale-down of bioprocesses”
  start_date: 2015-05-11
date_created: 2020-06-22T13:35:55Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Considerations for cell passaging in cell culture seed trains
type: conference_poster
user_id: '45666'
year: 2015
...
---
_id: '2987'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Pörtner R, Frahm B. <i>A Software Tool for Biopharmaceutical
    Seed Train Design and Optimization</i>.; 2015.
  apa: Hernández Rodriguez, T., Pörtner, R., &#38; Frahm, B. (2015). <i>A software
    tool for biopharmaceutical seed train design and optimization</i>. Presented at
    the MATLAB EXPO, Munic, Germany.
  bjps: <b>Hernández Rodriguez T, Pörtner R and Frahm B</b> (2015) <i>A Software Tool
    for Biopharmaceutical Seed Train Design and Optimization</i>. .
  chicago: Hernández Rodriguez, Tanja, R. Pörtner, and Björn Frahm. <i>A Software
    Tool for Biopharmaceutical Seed Train Design and Optimization</i>, 2015.
  chicago-de: Hernández Rodriguez, Tanja, R. Pörtner und Björn Frahm. 2015. <i>A software
    tool for biopharmaceutical seed train design and optimization</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Pörtner, R.</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span>: <i>A software tool for biopharmaceutical seed train design and optimization</i>,
    2015'
  havard: T. Hernández Rodriguez, R. Pörtner, B. Frahm, A software tool for biopharmaceutical
    seed train design and optimization, 2015.
  ieee: T. Hernández Rodriguez, R. Pörtner, and B. Frahm, <i>A software tool for biopharmaceutical
    seed train design and optimization</i>. 2015.
  mla: Hernández Rodriguez, Tanja, et al. <i>A Software Tool for Biopharmaceutical
    Seed Train Design and Optimization</i>. 2015.
  short: T. Hernández Rodriguez, R. Pörtner, B. Frahm, A Software Tool for Biopharmaceutical
    Seed Train Design and Optimization, 2015.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2015)</b>: A software tool for biopharmaceutical
    seed train design and optimization.'
  van: Hernández Rodriguez T, Pörtner R, Frahm B. A software tool for biopharmaceutical
    seed train design and optimization. 2015.
conference:
  location: Munic, Germany
  name: MATLAB EXPO
  start_date: 2015-05-12
date_created: 2020-06-22T13:42:30Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: A software tool for biopharmaceutical seed train design and optimization
type: conference_poster
user_id: '45666'
year: 2015
...
---
_id: '2988'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Pörtner R, Frahm B. <i>Considerations for Cell Passaging
    in Cell Culture Seed Trains</i>.; 2015.
  apa: 'Hernández Rodriguez, T., Pörtner, R., &#38; Frahm, B. (2015). <i>Considerations
    for cell passaging in cell culture seed trains</i>. Presented at the 24th Meeting
    of the European Society for Animal Cell Technology (ESACT): C2P2: Cells, Culture,
    Patients, Products, Barcelona, Spain.'
  bjps: <b>Hernández Rodriguez T, Pörtner R and Frahm B</b> (2015) <i>Considerations
    for Cell Passaging in Cell Culture Seed Trains</i>. .
  chicago: Hernández Rodriguez, Tanja, R. Pörtner, and Björn Frahm. <i>Considerations
    for Cell Passaging in Cell Culture Seed Trains</i>, 2015.
  chicago-de: Hernández Rodriguez, Tanja, R. Pörtner und Björn Frahm. 2015. <i>Considerations
    for cell passaging in cell culture seed trains</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Pörtner, R.</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span>: <i>Considerations for cell passaging in cell culture seed trains</i>,
    2015'
  havard: T. Hernández Rodriguez, R. Pörtner, B. Frahm, Considerations for cell passaging
    in cell culture seed trains, 2015.
  ieee: T. Hernández Rodriguez, R. Pörtner, and B. Frahm, <i>Considerations for cell
    passaging in cell culture seed trains</i>. 2015.
  mla: Hernández Rodriguez, Tanja, et al. <i>Considerations for Cell Passaging in
    Cell Culture Seed Trains</i>. 2015.
  short: T. Hernández Rodriguez, R. Pörtner, B. Frahm, Considerations for Cell Passaging
    in Cell Culture Seed Trains, 2015.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2015)</b>: Considerations for cell
    passaging in cell culture seed trains.'
  van: Hernández Rodriguez T, Pörtner R, Frahm B. Considerations for cell passaging
    in cell culture seed trains. 2015.
conference:
  end_date: 2015-06-03
  location: Barcelona, Spain
  name: '24th Meeting of the European Society for Animal Cell Technology (ESACT):
    C2P2: Cells, Culture, Patients, Products'
  start_date: 2015-05-31
date_created: 2020-06-22T13:48:01Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Considerations for cell passaging in cell culture seed trains
type: conference_poster
user_id: '45666'
year: 2015
...
---
_id: '2817'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: Ralf
  full_name: Pörtner, Ralf
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Pörtner R, Frahm B. <i>Seed Train Optimization for Suspension
    Cell Culture</i>. Vol 7. BioMed Central ; 2013. doi:<a href="https://doi.org/10.1186/1753-6561-7-s6-p9">10.1186/1753-6561-7-s6-p9</a>
  apa: Hernández Rodriguez, T., Pörtner, R., &#38; Frahm, B. (2013). <i>Seed train
    optimization for suspension cell culture</i>. <i>BMC proceedings / BioMed Central
    </i> (Vol. 7). BioMed Central . <a href="https://doi.org/10.1186/1753-6561-7-s6-p9">https://doi.org/10.1186/1753-6561-7-s6-p9</a>
  bjps: <b>Hernández Rodriguez T, Pörtner R and Frahm B</b> (2013) <i>Seed Train Optimization
    for Suspension Cell Culture</i>. BioMed Central .
  chicago: Hernández Rodriguez, Tanja, Ralf Pörtner, and Björn Frahm. <i>Seed Train
    Optimization for Suspension Cell Culture</i>. <i>BMC Proceedings / BioMed Central
    </i>. Vol. 7. BioMed Central , 2013. <a href="https://doi.org/10.1186/1753-6561-7-s6-p9">https://doi.org/10.1186/1753-6561-7-s6-p9</a>.
  chicago-de: Hernández Rodriguez, Tanja, Ralf Pörtner und Björn Frahm. 2013. <i>Seed
    train optimization for suspension cell culture</i>. <i>BMC proceedings / BioMed
    Central </i>. Bd. 7. BioMed Central . doi:<a href="https://doi.org/10.1186/1753-6561-7-s6-p9,">10.1186/1753-6561-7-s6-p9,</a>
    .
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Pörtner, Ralf</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span>: <i>Seed train optimization for suspension cell culture</i>. Bd.
    7 : BioMed Central , 2013'
  havard: T. Hernández Rodriguez, R. Pörtner, B. Frahm, Seed train optimization for
    suspension cell culture, BioMed Central , 2013.
  ieee: T. Hernández Rodriguez, R. Pörtner, and B. Frahm, <i>Seed train optimization
    for suspension cell culture</i>, vol. 7. BioMed Central , 2013.
  mla: Hernández Rodriguez, Tanja, et al. “Seed Train Optimization for Suspension
    Cell Culture.” <i>BMC Proceedings / BioMed Central </i>, vol. 7, BioMed Central
    , 2013, doi:<a href="https://doi.org/10.1186/1753-6561-7-s6-p9">10.1186/1753-6561-7-s6-p9</a>.
  short: T. Hernández Rodriguez, R. Pörtner, B. Frahm, Seed Train Optimization for
    Suspension Cell Culture, BioMed Central , 2013.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2013)</b>: Seed train optimization
    for suspension cell culture (=<i> 7</i>).'
  van: Hernández Rodriguez T, Pörtner R, Frahm B. Seed train optimization for suspension
    cell culture. Vol. 7, BMC proceedings / BioMed Central . BioMed Central ; 2013.
date_created: 2020-06-04T13:27:04Z
date_updated: 2023-03-15T13:49:43Z
department:
- _id: DEP4021
doi: 10.1186/1753-6561-7-s6-p9
intvolume: '         7'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://bmcproc.biomedcentral.com/articles/10.1186/1753-6561-7-S6-P9
oa: '1'
publication: 'BMC proceedings / BioMed Central '
publication_identifier:
  issn:
  - 1753-6561
publication_status: published
publisher: 'BioMed Central '
status: public
title: Seed train optimization for suspension cell culture
type: conference_editor_article
user_id: '45666'
volume: 7
year: 2013
...
---
_id: '2983'
author:
- first_name: Tanja
  full_name: Hernández Rodriguez, Tanja
  id: '52466'
  last_name: Hernández Rodriguez
- first_name: R.
  full_name: Pörtner, R.
  last_name: Pörtner
- first_name: Björn
  full_name: Frahm, Björn
  id: '45666'
  last_name: Frahm
citation:
  ama: Hernández Rodriguez T, Pörtner R, Frahm B. <i>Seed Train Optimization for Suspension
    Cell Culture</i>.; 2013.
  apa: 'Hernández Rodriguez, T., Pörtner, R., &#38; Frahm, B. (2013). <i>Seed train
    optimization for suspension cell culture</i>. Presented at the 23rd Meeting of
    the European Society for Animal Cell Technology (ESACT): Better Cells for Better
    Health, Lille, France.'
  bjps: <b>Hernández Rodriguez T, Pörtner R and Frahm B</b> (2013) <i>Seed Train Optimization
    for Suspension Cell Culture</i>. .
  chicago: Hernández Rodriguez, Tanja, R. Pörtner, and Björn Frahm. <i>Seed Train
    Optimization for Suspension Cell Culture</i>, 2013.
  chicago-de: Hernández Rodriguez, Tanja, R. Pörtner und Björn Frahm. 2013. <i>Seed
    train optimization for suspension cell culture</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Hernández Rodriguez, Tanja</span>
    ; <span style="font-variant:small-caps;">Pörtner, R.</span> ; <span style="font-variant:small-caps;">Frahm,
    Björn</span>: <i>Seed train optimization for suspension cell culture</i>, 2013'
  havard: T. Hernández Rodriguez, R. Pörtner, B. Frahm, Seed train optimization for
    suspension cell culture, 2013.
  ieee: T. Hernández Rodriguez, R. Pörtner, and B. Frahm, <i>Seed train optimization
    for suspension cell culture</i>. 2013.
  mla: Hernández Rodriguez, Tanja, et al. <i>Seed Train Optimization for Suspension
    Cell Culture</i>. 2013.
  short: T. Hernández Rodriguez, R. Pörtner, B. Frahm, Seed Train Optimization for
    Suspension Cell Culture, 2013.
  ufg: '<b>Hernández Rodriguez, Tanja et. al. (2013)</b>: Seed train optimization
    for suspension cell culture.'
  van: Hernández Rodriguez T, Pörtner R, Frahm B. Seed train optimization for suspension
    cell culture. 2013.
conference:
  end_date: 2013-06-26
  location: Lille, France
  name: '23rd Meeting of the European Society for Animal Cell Technology (ESACT):
    Better Cells for Better Health'
  start_date: 2013-06-23
date_created: 2020-06-22T13:28:40Z
date_updated: 2023-03-15T13:49:44Z
department:
- _id: DEP4021
language:
- iso: eng
publication_status: published
status: public
title: Seed train optimization for suspension cell culture
type: conference_poster
user_id: '45666'
year: 2013
...
