---
_id: '10787'
abstract:
- lang: eng
  text: Cyber-physical production systems have emerged with the rise of Industry 4.0
    in different industrial fields. Especially the food sector, where inhomogeneous
    input products like beer/yeast suspensions with different qualities and properties
    have yet slowed down automation, has potential for this evolution. This contribution
    presents optimization methods for a dynamical cross-flow filtration plant which
    is driven by an advanced control concept in combination with data driven product
    monitoring via inline near infrared spectroscopy (NIR) in order to improve energy
    savings and filtration performance. Using a hierarchical control and optimization
    structure, the non stationary batch process is steered towards a high production
    rate with low energy consumption for a variety of different input products.
author:
- first_name: Jörn
  full_name: Tebbe, Jörn
  id: '79072'
  last_name: Tebbe
- first_name: Thomas
  full_name: Pawlik, Thomas
  id: '58915'
  last_name: Pawlik
- first_name: Marc
  full_name: Trilling-Haasler, Marc
  id: '81622'
  last_name: Trilling-Haasler
  orcid: 0000-0002-3685-6383
- first_name: Jannis
  full_name: Löbner, Jannis
  id: '74097'
  last_name: Löbner
- first_name: Markus
  full_name: Lange-Hegermann, Markus
  id: '71761'
  last_name: Lange-Hegermann
- first_name: Jan
  full_name: Schneider, Jan
  id: '13209'
  last_name: Schneider
  orcid: 0000-0001-6401-8873
citation:
  ama: Tebbe J, Pawlik T, Trilling-Haasler M, Löbner J, Lange-Hegermann M, Schneider
    J. <i>Holistic Optimization of a Dynamic Cross-Flow Filtration Process towards
    a Cyber-Physical System</i>. (Jasperneite J, Wisniewski L, Fung Man K, Institute
    of Electrical and Electronics Engineers , eds.). IEEE; 2023:1-7. doi:<a href="https://doi.org/10.1109/INDIN51400.2023.10217913">10.1109/INDIN51400.2023.10217913</a>
  apa: Tebbe, J., Pawlik, T., Trilling-Haasler, M., Löbner, J., Lange-Hegermann, M.,
    &#38; Schneider, J. (2023). Holistic optimization of a dynamic cross-flow filtration
    process towards a cyber-physical system. 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.
    1–7). IEEE. <a href="https://doi.org/10.1109/INDIN51400.2023.10217913">https://doi.org/10.1109/INDIN51400.2023.10217913</a>
  bjps: '<b>Tebbe J <i>et al.</i></b> (2023) <i>Holistic Optimization of a Dynamic
    Cross-Flow Filtration Process towards a Cyber-Physical System</i>, Jasperneite
    J et al. (eds). [Piscataway, NJ]: IEEE.'
  chicago: 'Tebbe, Jörn, Thomas Pawlik, Marc Trilling-Haasler, Jannis Löbner, Markus
    Lange-Hegermann, and Jan Schneider. <i>Holistic Optimization of a Dynamic Cross-Flow
    Filtration Process towards a Cyber-Physical System</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/INDIN51400.2023.10217913">https://doi.org/10.1109/INDIN51400.2023.10217913</a>.'
  chicago-de: 'Tebbe, Jörn, Thomas Pawlik, Marc Trilling-Haasler, Jannis Löbner, Markus
    Lange-Hegermann und Jan Schneider. 2023. <i>Holistic optimization of a dynamic
    cross-flow filtration process towards a cyber-physical system</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/INDIN51400.2023.10217913">10.1109/INDIN51400.2023.10217913</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Tebbe, Jörn</span> ; <span
    style="font-variant:small-caps;">Pawlik, Thomas</span> ; <span style="font-variant:small-caps;">Trilling-Haasler,
    Marc</span> ; <span style="font-variant:small-caps;">Löbner, Jannis</span> ; <span
    style="font-variant:small-caps;">Lange-Hegermann, Markus</span> ; <span style="font-variant:small-caps;">Schneider,
    Jan</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>Holistic optimization of a dynamic
    cross-flow filtration process towards a cyber-physical system</i>. [Piscataway,
    NJ] : IEEE, 2023'
  havard: J. Tebbe, T. Pawlik, M. Trilling-Haasler, J. Löbner, M. Lange-Hegermann,
    J. Schneider, Holistic optimization of a dynamic cross-flow filtration process
    towards a cyber-physical system, IEEE, [Piscataway, NJ], 2023.
  ieee: 'J. Tebbe, T. Pawlik, M. Trilling-Haasler, J. Löbner, M. Lange-Hegermann,
    and J. Schneider, <i>Holistic optimization of a dynamic cross-flow filtration
    process towards a cyber-physical system</i>. [Piscataway, NJ]: IEEE, 2023, pp.
    1–7. doi: <a href="https://doi.org/10.1109/INDIN51400.2023.10217913">10.1109/INDIN51400.2023.10217913</a>.'
  mla: Tebbe, Jörn, et al. “Holistic Optimization of a Dynamic Cross-Flow Filtration
    Process towards a Cyber-Physical System.” <i>2023 IEEE 21st International Conference
    on Industrial Informatics (INDIN)</i>, edited by Jürgen Jasperneite et al., IEEE,
    2023, pp. 1–7, <a href="https://doi.org/10.1109/INDIN51400.2023.10217913">https://doi.org/10.1109/INDIN51400.2023.10217913</a>.
  short: J. Tebbe, T. Pawlik, M. Trilling-Haasler, J. Löbner, M. Lange-Hegermann,
    J. Schneider, Holistic Optimization of a Dynamic Cross-Flow Filtration Process
    towards a Cyber-Physical System, IEEE, [Piscataway, NJ], 2023.
  ufg: '<b>Tebbe, Jörn u. a.</b>: Holistic optimization of a dynamic cross-flow filtration
    process towards a cyber-physical system, hg. von Jasperneite, Jürgen u. a., [Piscataway,
    NJ] 2023.'
  van: 'Tebbe J, Pawlik T, Trilling-Haasler M, Löbner J, Lange-Hegermann M, Schneider
    J. Holistic optimization of a dynamic cross-flow filtration process towards a
    cyber-physical system. 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 2023
  start_date: 2023-07-17
corporate_editor:
- 'Institute of Electrical and Electronics Engineers '
date_created: 2023-11-21T08:04:41Z
date_updated: 2025-06-26T07:48:22Z
department:
- _id: DEP4018
- _id: DEP1308
- _id: DEP4028
doi: 10.1109/INDIN51400.2023.10217913
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
- Production systems
- Filtration
- Velocity control
- Optimization methods
- Cyber-physical systems
- Nonhomogeneous media
language:
- iso: eng
page: 1-7
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: Holistic optimization of a dynamic cross-flow filtration process towards a
  cyber-physical system
type: conference_editor_article
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: '4761'
abstract:
- lang: eng
  text: Maintenance is an important set of various activities related to preserving
    from failure or decline. Improper or lack of maintenance may result in excessive
    component wear, production quality deterioration, or even longer downtime. However,
    today's production facilities strive to devote the least amount of necessary maintenance
    time in order to maximize production time. Therefore, new solutions for deliberate
    and efficient maintenance are needed. The solution proposed in this paper benefits
    from the newest trends and innovations in industry, namely the Asset Administration
    Shell (AAS) which is part of the Industrie 4.0 (I4.0) concept. The AAS shall contain
    the maintenance submodel which shall be used for supporting humans during the
    maintenance process. The submodel provides a standardized description of required
    tools and parts as well as step-by-step instructions which also include safety
    concerns and multimedia files, such as pictures and videos. In this way, maintenance
    can be carried out more reliably, resulting in reduced downtime. In addition,
    feedback from the maintenance process shall be stored in the submodel and fed
    through an I4.0-compliant network to other processes from different phases of
    the life cycle in order to improve them.
author:
- first_name: Dorota
  full_name: Lang, Dorota
  id: '68941'
  last_name: Lang
- first_name: Sergej
  full_name: Grunau, Sergej
  id: '62156'
  last_name: Grunau
- first_name: Lukasz
  full_name: Wisniewski, Lukasz
  id: '1710'
  last_name: Wisniewski
- first_name: Jürgen
  full_name: Jasperneite, Jürgen
  id: '1899'
  last_name: Jasperneite
citation:
  ama: 'Lang D, Grunau S, Wisniewski L, Jasperneite J. Utilization of the Asset Administration
    Shell to Support Humans During the Maintenance Process. In: Aalto-Yliopisto, Tampereen
    yliopisto , Suomen Automaatioseura , Institute of Electrical and Electronics Engineers
    , eds. <i>17th International Conference on Industrial Informatics (IEEE-INDIN
    2019)</i>. IEEE International Conference on Industrial Informatics INDIN. IEEE;
    2019:768-773. doi:<a href="https://doi.org/10.1109/indin41052.2019.8972236">10.1109/indin41052.2019.8972236</a>'
  apa: Lang, D., Grunau, S., Wisniewski, L., &#38; Jasperneite, J. (2019). Utilization
    of the Asset Administration Shell to Support Humans During the Maintenance Process.
    In Aalto-Yliopisto, Tampereen yliopisto , Suomen Automaatioseura , &#38; Institute
    of Electrical and Electronics Engineers  (Eds.), <i>17th International Conference
    on Industrial Informatics (IEEE-INDIN 2019)</i> (pp. 768–773). IEEE. <a href="https://doi.org/10.1109/indin41052.2019.8972236">https://doi.org/10.1109/indin41052.2019.8972236</a>
  bjps: '<b>Lang D <i>et al.</i></b> (2019) Utilization of the Asset Administration
    Shell to Support Humans During the Maintenance Process. In Aalto-Yliopisto et
    al. (eds), <i>17th International Conference on Industrial Informatics (IEEE-INDIN
    2019)</i>. [Piscataway, NJ]: IEEE, pp. 768–773.'
  chicago: 'Lang, Dorota, Sergej Grunau, Lukasz Wisniewski, and Jürgen Jasperneite.
    “Utilization of the Asset Administration Shell to Support Humans During the Maintenance
    Process.” In <i>17th International Conference on Industrial Informatics (IEEE-INDIN
    2019)</i>, edited by Aalto-Yliopisto, Tampereen yliopisto , Suomen Automaatioseura
    , and Institute of Electrical and Electronics Engineers , 768–73. IEEE International
    Conference on Industrial Informatics INDIN. [Piscataway, NJ]: IEEE, 2019. <a href="https://doi.org/10.1109/indin41052.2019.8972236">https://doi.org/10.1109/indin41052.2019.8972236</a>.'
  chicago-de: 'Lang, Dorota, Sergej Grunau, Lukasz Wisniewski und Jürgen Jasperneite.
    2019. Utilization of the Asset Administration Shell to Support Humans During the
    Maintenance Process. In: <i>17th International Conference on Industrial Informatics
    (IEEE-INDIN 2019)</i>, hg. von Aalto-Yliopisto, Tampereen yliopisto , Suomen Automaatioseura
    , und Institute of Electrical and Electronics Engineers , 768–773. IEEE International
    Conference on Industrial Informatics INDIN. [Piscataway, NJ]: IEEE. doi:<a href="https://doi.org/10.1109/indin41052.2019.8972236">10.1109/indin41052.2019.8972236</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Lang, Dorota</span> ; <span
    style="font-variant:small-caps;">Grunau, Sergej</span> ; <span style="font-variant:small-caps;">Wisniewski,
    Lukasz</span> ; <span style="font-variant:small-caps;">Jasperneite, Jürgen</span>:
    Utilization of the Asset Administration Shell to Support Humans During the Maintenance
    Process. In: <span style="font-variant:small-caps;">Aalto-Yliopisto</span> ; <span
    style="font-variant:small-caps;">Tampereen yliopisto </span> ; <span style="font-variant:small-caps;">Suomen
    Automaatioseura </span> ; <span style="font-variant:small-caps;">Institute of
    Electrical and Electronics Engineers </span> (Hrsg.): <i>17th International Conference
    on Industrial Informatics (IEEE-INDIN 2019)</i>, <i>IEEE International Conference
    on Industrial Informatics INDIN</i>. [Piscataway, NJ] : IEEE, 2019, S. 768–773'
  havard: 'D. Lang, S. Grunau, L. Wisniewski, J. Jasperneite, Utilization of the Asset
    Administration Shell to Support Humans During the Maintenance Process, in: Aalto-Yliopisto,
    Tampereen yliopisto , Suomen Automaatioseura , Institute of Electrical and Electronics
    Engineers  (Eds.), 17th International Conference on Industrial Informatics (IEEE-INDIN
    2019), IEEE, [Piscataway, NJ], 2019: pp. 768–773.'
  ieee: 'D. Lang, S. Grunau, L. Wisniewski, and J. Jasperneite, “Utilization of the
    Asset Administration Shell to Support Humans During the Maintenance Process,”
    in <i>17th International Conference on Industrial Informatics (IEEE-INDIN 2019)</i>,
    Helsinki-Espoo, Finland, 2019, pp. 768–773. doi: <a href="https://doi.org/10.1109/indin41052.2019.8972236">10.1109/indin41052.2019.8972236</a>.'
  mla: Lang, Dorota, et al. “Utilization of the Asset Administration Shell to Support
    Humans During the Maintenance Process.” <i>17th International Conference on Industrial
    Informatics (IEEE-INDIN 2019)</i>, edited by Aalto-Yliopisto et al., IEEE, 2019,
    pp. 768–73, <a href="https://doi.org/10.1109/indin41052.2019.8972236">https://doi.org/10.1109/indin41052.2019.8972236</a>.
  short: 'D. Lang, S. Grunau, L. Wisniewski, J. Jasperneite, in: Aalto-Yliopisto,
    Tampereen yliopisto , Suomen Automaatioseura , Institute of Electrical and Electronics
    Engineers  (Eds.), 17th International Conference on Industrial Informatics (IEEE-INDIN
    2019), IEEE, [Piscataway, NJ], 2019, pp. 768–773.'
  ufg: '<b>Lang, Dorota u. a.</b>: Utilization of the Asset Administration Shell to
    Support Humans During the Maintenance Process, in: <i>Aalto-Yliopisto u. a. (Hgg.)</i>:
    17th International Conference on Industrial Informatics (IEEE-INDIN 2019), [Piscataway,
    NJ] 2019 (IEEE International Conference on Industrial Informatics INDIN),  S.
    768–773.'
  van: 'Lang D, Grunau S, Wisniewski L, Jasperneite J. Utilization of the Asset Administration
    Shell to Support Humans During the Maintenance Process. In: Aalto-Yliopisto, Tampereen
    yliopisto , Suomen Automaatioseura , Institute of Electrical and Electronics Engineers
    , editors. 17th International Conference on Industrial Informatics (IEEE-INDIN
    2019). [Piscataway, NJ]: IEEE; 2019. p. 768–73. (IEEE International Conference
    on Industrial Informatics INDIN).'
conference:
  end_date: 2019-07-25
  location: Helsinki-Espoo, Finland
  name: 17th IEEE International Conference on Industrial Informatics (INDIN)
  start_date: 2019-07-22
corporate_editor:
- Aalto-Yliopisto
- 'Tampereen yliopisto '
- 'Suomen Automaatioseura '
- 'Institute of Electrical and Electronics Engineers '
date_created: 2021-01-28T14:55:44Z
date_updated: 2025-06-26T13:36:42Z
department:
- _id: DEP5023
- _id: DEP5019
doi: 10.1109/indin41052.2019.8972236
keyword:
- maintenance
- Asset Administration Shell
language:
- iso: eng
page: 768-773
place: '[Piscataway, NJ]'
publication: 17th International Conference on Industrial Informatics (IEEE-INDIN 2019)
publication_identifier:
  eisbn:
  - '978-1-7281-2927-3 '
  isbn:
  - '978-1-7281-2928-0 '
  issn:
  - 1935-4576
publication_status: published
publisher: IEEE
series_title: IEEE International Conference on Industrial Informatics INDIN
status: public
title: Utilization of the Asset Administration Shell to Support Humans During the
  Maintenance Process
type: conference
user_id: '83781'
year: '2019'
...