---
_id: '12719'
abstract:
- lang: eng
  text: A human digital twin (HDT) is a virtual representation of a worker in cyberspace.
    Nevertheless, current research focusses mainly on HDTs for motoric work types,
    such as assembly. To fully integrate an HDT for workers in production, it is necessary
    that an HDT also displays cognitive processes like memorizing, thinking or reasoning.
    Such a concept can be used in information-based work, for example monitoring highly
    automated production systems, and contribute to the planning and control of production.
    Due to the high proportion of planning and decision-making processes, the efficiency
    of information-based work is determined in particular by the inner processes of
    the worker. An HDT can therefore help to describe current and future states of
    socio-technical work systems. Therefore, this paper presents a systematic literature
    review to explicitly derive the relevant components of an HDT for information-based
    work types. The elements of such an HDT and its environment are defined. Further,
    the current gaps in literature are identified. There are currently no real-world
    applications of such an HDT. Additionally, the value of multi-HDT systems must
    be evaluated more extensively.
author:
- first_name: Viktoria
  full_name: Mordaschew, Viktoria
  id: '79005'
  last_name: Mordaschew
- first_name: Benedikt
  full_name: Latos, Benedikt
  id: '84474'
  last_name: Latos
- first_name: Sven
  full_name: Tackenberg, Sven
  id: '71470'
  last_name: Tackenberg
citation:
  ama: Mordaschew V, Latos B, Tackenberg S. A Human Digital Twin for Worker-Centric
    Production. <i>Procedia Computer Science</i>. 2025;253:2137-2146. doi:<a href="https://doi.org/10.1016/j.procs.2025.01.274">https://doi.org/10.1016/j.procs.2025.01.274</a>
  apa: Mordaschew, V., Latos, B., &#38; Tackenberg, S. (2025). A Human Digital Twin
    for Worker-Centric Production. <i>Procedia Computer Science</i>, <i>253</i>, 2137–2146.
    <a href="https://doi.org/10.1016/j.procs.2025.01.274">https://doi.org/10.1016/j.procs.2025.01.274</a>
  bjps: <b>Mordaschew V, Latos B and Tackenberg S</b> (2025) A Human Digital Twin
    for Worker-Centric Production. <i>Procedia Computer Science</i> <b>253</b>, 2137–2146.
  chicago: 'Mordaschew, Viktoria, Benedikt Latos, and Sven Tackenberg. “A Human Digital
    Twin for Worker-Centric Production.” <i>Procedia Computer Science</i> 253 (2025):
    2137–46. <a href="https://doi.org/10.1016/j.procs.2025.01.274">https://doi.org/10.1016/j.procs.2025.01.274</a>.'
  chicago-de: 'Mordaschew, Viktoria, Benedikt Latos und Sven Tackenberg. 2025. A Human
    Digital Twin for Worker-Centric Production. <i>Procedia Computer Science</i> 253:
    2137–2146. doi:<a href="https://doi.org/10.1016/j.procs.2025.01.274">https://doi.org/10.1016/j.procs.2025.01.274</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Mordaschew, Viktoria</span>
    ; <span style="font-variant:small-caps;">Latos, Benedikt</span> ; <span style="font-variant:small-caps;">Tackenberg,
    Sven</span>: A Human Digital Twin for Worker-Centric Production. In: <i>Procedia
    Computer Science</i> Bd. 253. Amsterdam [u.a.] , Elsevier (2025), S. 2137–2146'
  havard: V. Mordaschew, B. Latos, S. Tackenberg, A Human Digital Twin for Worker-Centric
    Production, Procedia Computer Science. 253 (2025) 2137–2146.
  ieee: 'V. Mordaschew, B. Latos, and S. Tackenberg, “A Human Digital Twin for Worker-Centric
    Production,” <i>Procedia Computer Science</i>, vol. 253, pp. 2137–2146, 2025,
    doi: <a href="https://doi.org/10.1016/j.procs.2025.01.274">https://doi.org/10.1016/j.procs.2025.01.274</a>.'
  mla: Mordaschew, Viktoria, et al. “A Human Digital Twin for Worker-Centric Production.”
    <i>Procedia Computer Science</i>, vol. 253, 2025, pp. 2137–46, <a href="https://doi.org/10.1016/j.procs.2025.01.274">https://doi.org/10.1016/j.procs.2025.01.274</a>.
  short: V. Mordaschew, B. Latos, S. Tackenberg, Procedia Computer Science 253 (2025)
    2137–2146.
  ufg: '<b>Mordaschew, Viktoria/Latos, Benedikt/Tackenberg, Sven</b>: A Human Digital
    Twin for Worker-Centric Production, in: <i>Procedia Computer Science</i> 253 (2025), 
    S. 2137–2146.'
  van: Mordaschew V, Latos B, Tackenberg S. A Human Digital Twin for Worker-Centric
    Production. Procedia Computer Science. 2025;253:2137–46.
date_created: 2025-03-19T15:42:16Z
date_updated: 2025-03-20T15:25:28Z
department:
- _id: DEP1500
doi: https://doi.org/10.1016/j.procs.2025.01.274
intvolume: '       253'
keyword:
- Human-centric Production
- Digital Twin
- Systematic Literature Review
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://pdf.sciencedirectassets.com/280203/1-s2.0-S1877050925X0003X/1-s2.0-S1877050925002820/main.pdf?X-Amz-Security-Token=IQoJb3JpZ2luX2VjECAaCXVzLWVhc3QtMSJHMEUCIQCf5kQu9Qr%2FPaWZOMmUyMsrFj8U0OTeGci9WwFRKvOC4gIgBa8ilRkd264I5%2FfOe%2FJMwvNc3cQ1jDt8wJcUIdPTdfEqswUIeBAFGgwwNTkwMDM1NDY4NjUiDKfD4vTsP8l575BscSqQBdaN09lRB973%2Bhd4ufVIhFw27Ohx%2FUPVSwOUefsN5C28R6CqOhF8DiP%2F2uLmz%2FP0AnXXRIOIU9Xo6jGS01m5JEQUa3nNGi8YJ8wTH4vqk0pOjczyIo6CZJWe2zwVPJVIvlfTEV1aBcggnpVmcBINCHhCQ20GVehLrEEaONMkGjoauiuvp%2B5GQRNaa0F%2FJuhCfsJO7KbRcA1OblcOezoMYk83RzISbfAI5FvDKWxZQhWCprKR35b%2F6s7lfY8fb34Ps%2BNsCYmKhTJlDLDQiFVQPPWUwJg9PJaW9CJxjvWWNXlOOpv0tC6JFHyGnTu6VyOsPqs8G%2BD0nTOJtE9C2AwrradO7sVKQu%2B3SubbOofB6RIbb7eP%2FJeCAN3UQ4wBJKDa2QzoZiqrGb1LUVPmuJgEDZmZNgdIiat3mvC3QsCowARjBq%2BX12qexIsGbLoKKwLj0XZyD1geFAULOxEO1prmNT8zdhXcCloLKivRqNRpHc9vXR8mnUPRY4SDQIiFjkwbGfiN7XIfU%2BUL31K5F4L%2FidNQcNNwxiW2JiZLKnd0Cd3YUYFLODxKrXvI3SboFa1aKhiwX4uba2qjCbu0VpSKGIn%2BdkaGfOWxGgEg2L6s6MWXs0%2BnIUYoYswyjYxyksWZTk2xk09FT%2FzZzcbV%2By3LDfI68M6Yl%2BI47d77Gw2Dl3i2QtpSSgE7KidmuP3V5QTNLcwQ6znfvdJ1GCEtg86RCRbhdIjqopU8zl6%2BH%2By%2B9Zsh8exwsS6wehDEsKBgtOsmXMRr3PIMVsVBZBvOsraGPdmR9%2BFF37YCd66MEc2RLxoWr0y2N7vz00YOlcSvpDR4MLZVSb9sFSBLDTcbdljUEJjFWI5lx4fXoYY6D43k1qzBMKG8674GOrEBPhb%2BOxSm119COf1hZVU9Ddv020oO9bIFU0RN%2BgW0Jn5aIEYvqvKyOjBIlgPe%2BsOxmje4KstmmeZdXNT1UYhFmal1oQ%2Fc6dU2N5e6BPyHNN1HFQEDPCg4VmTPqvA6AerHmcIv62dF2mbJmBlB%2FrchNqLbPCrVy61C9FIKZmBRAdEDMKOjdi0IwDgJ4Mci%2FTu%2FYKZthYyoTcZCmkmyk8hVJGTMyZsj0pGsTS79eyd00t6K&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20250319T153721Z&X-Amz-SignedHeaders=host&X-Amz-Expires=300&X-Amz-Credential=ASIAQ3PHCVTY5KE6SOXB%2F20250319%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Signature=8a9c4609a533337efabc8cf0808d3c276fbf5283eef7c3deb5ab723e49e72788&hash=1c87cbc6d5873de51b1b1ba6cab66fb8a783c2b9af8ef198f4c9b2504f659005&host=68042c943591013ac2b2430a89b270f6af2c76d8dfd086a07176afe7c76c2c61&pii=S1877050925002820&tid=spdf-72598068-bcf7-4dec-b3a9-3bde6d19d9f5&sid=c9f5630d128d5441213b35f764412ad9bb5bgxrqb&type=client&tsoh=d3d3LnNjaWVuY2VkaXJlY3QuY29t&rh=d3d3LnNjaWVuY2VkaXJlY3QuY29t&ua=1e0359535c0b5400015202&rr=922e0cf0ff4e7a5a&cc=de
oa: '1'
page: 2137-2146
place: 'Amsterdam [u.a.] '
publication: Procedia Computer Science
publication_identifier:
  issn:
  - 1877-0509
publication_status: published
publisher: Elsevier
quality_controlled: '1'
related_material:
  link:
  - relation: other
    url: 10.1016/j.procs.2025.01.274
status: public
title: A Human Digital Twin for Worker-Centric Production
type: scientific_journal_article
user_id: '83781'
volume: 253
year: '2025'
...
---
_id: '12795'
abstract:
- lang: eng
  text: Including disabled workers in value-creating work processes is a fundamental
    and guaranteed human right and is, therefore, an essential goal of society. In
    Germany, sheltered workshops create the conditions for this inclusion since they
    are essential to companies' value chains. A central challenge is the inclusion
    of disabled workers in the value-creation processes, such as in manufacturing
    or assembly areas. The skills of disabled workers vary since they have individual
    impairments. Therefore, this paper presents a digital human model, a Human Digital
    Twin (HDT), for disabled workers. The model maps their skills and supports the
    production planning and assembly processes. (C) 2024 The Authors. Published by
    Elsevier B.V.
author:
- first_name: Viktoria
  full_name: Mordaschew, Viktoria
  id: '79005'
  last_name: Mordaschew
- first_name: Sönke
  full_name: Duckwitz, Sönke
  id: '81325'
  last_name: Duckwitz
- first_name: Sven
  full_name: Tackenberg, Sven
  id: '71470'
  last_name: Tackenberg
citation:
  ama: Mordaschew V, Duckwitz S, Tackenberg S. <i>A Human Digital Twin of Disabled
    Workers for Production Planning</i>. Vol 232. (Longo F, Shen W, Padovano A, eds.).
    Elsevier BV; 2024:745-751. doi:<a href="https://doi.org/10.1016/j.procs.2024.01.074">10.1016/j.procs.2024.01.074</a>
  apa: Mordaschew, V., Duckwitz, S., &#38; Tackenberg, S. (2024). A Human Digital
    Twin of Disabled Workers for Production Planning. In F. Longo, W. Shen, &#38;
    A. Padovano (Eds.), <i>5th International Conference on Industry 4.0 and Smart
    Manufacturing (ISM)</i> (Vol. 232, pp. 745–751). Elsevier BV. <a href="https://doi.org/10.1016/j.procs.2024.01.074">https://doi.org/10.1016/j.procs.2024.01.074</a>
  bjps: '<b>Mordaschew V, Duckwitz S and Tackenberg S</b> (2024) <i>A Human Digital
    Twin of Disabled Workers for Production Planning</i>, Longo F, Shen W and Padovano
    A (eds). Amsterdam [u.a.]: Elsevier BV.'
  chicago: 'Mordaschew, Viktoria, Sönke Duckwitz, and Sven Tackenberg. <i>A Human
    Digital Twin of Disabled Workers for Production Planning</i>. Edited by F. Longo,
    W. Shen, and A. Padovano. <i>5th International Conference on Industry 4.0 and
    Smart Manufacturing (ISM)</i>. Vol. 232. Procedia Computer Science. Amsterdam
    [u.a.]: Elsevier BV, 2024. <a href="https://doi.org/10.1016/j.procs.2024.01.074">https://doi.org/10.1016/j.procs.2024.01.074</a>.'
  chicago-de: 'Mordaschew, Viktoria, Sönke Duckwitz und Sven Tackenberg. 2024. <i>A
    Human Digital Twin of Disabled Workers for Production Planning</i>. Hg. von F.
    Longo, W. Shen, und A. Padovano. <i>5th International Conference on Industry 4.0
    and Smart Manufacturing (ISM)</i>. Bd. 232. Procedia Computer Science. Amsterdam
    [u.a.]: Elsevier BV. doi:<a href="https://doi.org/10.1016/j.procs.2024.01.074">10.1016/j.procs.2024.01.074</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Mordaschew, Viktoria</span>
    ; <span style="font-variant:small-caps;">Duckwitz, Sönke</span> ; <span style="font-variant:small-caps;">Tackenberg,
    Sven</span> ; <span style="font-variant:small-caps;">Longo, F.</span> ; <span
    style="font-variant:small-caps;">Shen, W.</span> ; <span style="font-variant:small-caps;">Padovano,
    A.</span> (Hrsg.): <i>A Human Digital Twin of Disabled Workers for Production
    Planning</i>, <i>Procedia Computer Science</i>. Bd. 232. Amsterdam [u.a.] : Elsevier
    BV, 2024'
  havard: V. Mordaschew, S. Duckwitz, S. Tackenberg, A Human Digital Twin of Disabled
    Workers for Production Planning, Elsevier BV, Amsterdam [u.a.], 2024.
  ieee: 'V. Mordaschew, S. Duckwitz, and S. Tackenberg, <i>A Human Digital Twin of
    Disabled Workers for Production Planning</i>, vol. 232. Amsterdam [u.a.]: Elsevier
    BV, 2024, pp. 745–751. doi: <a href="https://doi.org/10.1016/j.procs.2024.01.074">10.1016/j.procs.2024.01.074</a>.'
  mla: Mordaschew, Viktoria, et al. “A Human Digital Twin of Disabled Workers for
    Production Planning.” <i>5th International Conference on Industry 4.0 and Smart
    Manufacturing (ISM)</i>, edited by F. Longo et al., vol. 232, Elsevier BV, 2024,
    pp. 745–51, <a href="https://doi.org/10.1016/j.procs.2024.01.074">https://doi.org/10.1016/j.procs.2024.01.074</a>.
  short: V. Mordaschew, S. Duckwitz, S. Tackenberg, A Human Digital Twin of Disabled
    Workers for Production Planning, Elsevier BV, Amsterdam [u.a.], 2024.
  ufg: '<b>Mordaschew, Viktoria/Duckwitz, Sönke/Tackenberg, Sven</b>: A Human Digital
    Twin of Disabled Workers for Production Planning, Bd. 232, hg. von Longo, F./Shen,
    W./Padovano, A., Amsterdam [u.a.] 2024 (Procedia Computer Science).'
  van: 'Mordaschew V, Duckwitz S, Tackenberg S. A Human Digital Twin of Disabled Workers
    for Production Planning. Longo F, Shen W, Padovano A, editors. 5th International
    Conference on Industry 4.0 and Smart Manufacturing (ISM). Amsterdam [u.a.]: Elsevier
    BV; 2024. (Procedia Computer Science; vol. 232).'
conference:
  end_date: 2023-11-24
  location: Lisbon, PORTUGAL
  name: 5th International Conference on Industry 4.0 and Smart Manufacturing (ISM)
  start_date: 2023-11-22
date_created: 2025-04-15T12:07:15Z
date_updated: 2025-06-25T12:44:44Z
department:
- _id: DEP7020
doi: 10.1016/j.procs.2024.01.074
editor:
- first_name: F.
  full_name: Longo, F.
  last_name: Longo
- first_name: W.
  full_name: Shen, W.
  last_name: Shen
- first_name: A.
  full_name: Padovano, A.
  last_name: Padovano
intvolume: '       232'
keyword:
- Human Digital Twin
- Industry 4.0
- Sheltered Workshops
- Production Planning
language:
- iso: eng
page: 745-751
place: Amsterdam [u.a.]
publication: 5th International Conference on Industry 4.0 and Smart Manufacturing
  (ISM)
publication_identifier:
  issn:
  - 1877-0509
publication_status: published
publisher: Elsevier BV
series_title: Procedia Computer Science
status: public
title: A Human Digital Twin of Disabled Workers for Production Planning
type: conference_editor_article
user_id: '83781'
volume: 232
year: '2024'
...
---
_id: '9360'
abstract:
- lang: eng
  text: "Background: \r\nErrors can have dangerous consequences, resulting in a preventive
    strategy in most company-based technical vocational education and training (TVET).
    On the contrary, errors provide a useful opportunity for learning due to mismatches
    of mental models and reality and especially to improve occupational safety and
    health (OSH). \r\nObjective: \r\nThis article presents a didactic concept for
    developing a learning system based on learning from errors. Learners shall directly
    experience the consequences of erroneous actions through presenting error consequences
    in augmented reality to avoid negative, dangerous, or cost-intensive outcomes.
    \r\nMethods: \r\nEmpirical data prove errors to be particularly effective in TVET.
    A formal description of a work system is systematically adopted to outline a connection
    between work, errors concerning OSH, and a didactic concept. A proof-of-concept
    systematically performs a use case for the developed learning system. It supports
    critical reflections from a technical, safety, and didactical perspective, naming
    implications and limitations. \r\nResults: \r\nBy learning from errors, a work-based
    didactic concept supports OSH competencies relying on a learning system. The latter
    integrates digital twins of the work system to simulate and visualise dangerous
    error consequences for identified erroneous actions in a technical proof-of-concept.
    Results demonstrate the ability to detect action errors in work processes and
    simulations of error consequences in augmented reality. \r\nConclusion: \r\nThe
    technical learning system for OSH education extends existing learning approaches
    by showcasing virtual consequences. However, capabilities are limited regarding
    prepared learning scenarios with predefined critical errors. Future studies should
    assess learning effectiveness in an industrial scenario and investigate its usability."
article_type: original
author:
- first_name: Marvin
  full_name: Goppold, Marvin
  last_name: Goppold
- first_name: Jan-Phillip
  full_name: Herrmann, Jan-Phillip
  id: '75846'
  last_name: Herrmann
- first_name: Sven
  full_name: Tackenberg, Sven
  id: '71470'
  last_name: Tackenberg
- first_name: Christopher
  full_name: Brandl, Christopher
  last_name: Brandl
- first_name: Verena
  full_name: Nitsch , Verena
  last_name: 'Nitsch '
citation:
  ama: Goppold M, Herrmann JP, Tackenberg S, Brandl C, Nitsch  V. An error-based augmented
    reality learning system for work-based occupational safety and health education.
    <i>Work</i>. 2022;72(4):1563-1575. doi:<a href="https://doi.org/10.3233/WOR-211243">10.3233/WOR-211243</a>
  apa: Goppold, M., Herrmann, J.-P., Tackenberg, S., Brandl, C., &#38; Nitsch , V.
    (2022). An error-based augmented reality learning system for work-based occupational
    safety and health education. <i>Work</i>, <i>72</i>(4), 1563–1575. <a href="https://doi.org/10.3233/WOR-211243">https://doi.org/10.3233/WOR-211243</a>
  bjps: <b>Goppold M <i>et al.</i></b> (2022) An Error-Based Augmented Reality Learning
    System for Work-Based Occupational Safety and Health Education. <i>Work</i> <b>72</b>,
    1563–1575.
  chicago: 'Goppold, Marvin, Jan-Phillip Herrmann, Sven Tackenberg, Christopher Brandl,
    and Verena Nitsch . “An Error-Based Augmented Reality Learning System for Work-Based
    Occupational Safety and Health Education.” <i>Work</i> 72, no. 4 (2022): 1563–75.
    <a href="https://doi.org/10.3233/WOR-211243">https://doi.org/10.3233/WOR-211243</a>.'
  chicago-de: 'Goppold, Marvin, Jan-Phillip Herrmann, Sven Tackenberg, Christopher
    Brandl und Verena Nitsch . 2022. An error-based augmented reality learning system
    for work-based occupational safety and health education. <i>Work</i> 72, Nr. 4:
    1563–1575. doi:<a href="https://doi.org/10.3233/WOR-211243">10.3233/WOR-211243</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Goppold, Marvin</span> ; <span
    style="font-variant:small-caps;">Herrmann, Jan-Phillip</span> ; <span style="font-variant:small-caps;">Tackenberg,
    Sven</span> ; <span style="font-variant:small-caps;">Brandl, Christopher</span>
    ; <span style="font-variant:small-caps;">Nitsch , Verena</span>: An error-based
    augmented reality learning system for work-based occupational safety and health
    education. In: <i>Work</i> Bd. 72. Amsterdam, IOS Press (2022), Nr. 4, S. 1563–1575'
  havard: M. Goppold, J.-P. Herrmann, S. Tackenberg, C. Brandl, V. Nitsch , An error-based
    augmented reality learning system for work-based occupational safety and health
    education, Work. 72 (2022) 1563–1575.
  ieee: 'M. Goppold, J.-P. Herrmann, S. Tackenberg, C. Brandl, and V. Nitsch , “An
    error-based augmented reality learning system for work-based occupational safety
    and health education,” <i>Work</i>, vol. 72, no. 4, pp. 1563–1575, 2022, doi:
    <a href="https://doi.org/10.3233/WOR-211243">10.3233/WOR-211243</a>.'
  mla: Goppold, Marvin, et al. “An Error-Based Augmented Reality Learning System for
    Work-Based Occupational Safety and Health Education.” <i>Work</i>, vol. 72, no.
    4, 2022, pp. 1563–75, <a href="https://doi.org/10.3233/WOR-211243">https://doi.org/10.3233/WOR-211243</a>.
  short: M. Goppold, J.-P. Herrmann, S. Tackenberg, C. Brandl, V. Nitsch , Work 72
    (2022) 1563–1575.
  ufg: '<b>Goppold, Marvin u. a.</b>: An error-based augmented reality learning system
    for work-based occupational safety and health education, in: <i>Work</i> 72 (2022),
    H. 4,  S. 1563–1575.'
  van: Goppold M, Herrmann JP, Tackenberg S, Brandl C, Nitsch  V. An error-based augmented
    reality learning system for work-based occupational safety and health education.
    Work. 2022;72(4):1563–75.
date_created: 2023-01-25T13:37:17Z
date_updated: 2024-08-06T11:53:35Z
department:
- _id: DEP7000
doi: 10.3233/WOR-211243
intvolume: '        72'
issue: '4'
keyword:
- Vocational education
- digital twin
- work system design
language:
- iso: eng
page: 1563-1575
place: Amsterdam
publication: Work
publication_identifier:
  eissn:
  - '1875-9270 '
  issn:
  - 1051-9815
publication_status: published
publisher: IOS Press
quality_controlled: '1'
status: public
title: An error-based augmented reality learning system for work-based occupational
  safety and health education
type: scientific_journal_article
user_id: '83781'
volume: 72
year: '2022'
...
---
_id: '8384'
abstract:
- lang: eng
  text: "ynamic simulation models are widely utilized to evaluate complex technical
    components and systems like electric drives or machines. They can support the
    development process of a production machine by avoiding an inadequate layout of
    components or an erroneous control design. However, the effort for building them
    is often too high for this purpose (lot size one). An automated model generation
    can be utilized to overcome the gap between efforts and advantages of dynamic
    simulations.\r\n\r\nThis contribution presents an approach for simplifying the
    dynamic model generation of production machines by using the so-called Asset Administration
    Shell defined by the initiative Platform Industrie 4.0. The Asset Administration
    Shell was developed to aggregate all data necessary for maintaining the product
    across its life cycle. This includes component data and models as well as structural
    information about a machine. The generation process is performed by using the
    common FMI standard and a two-step procedure which allows the linkage of different
    simulation tools. The model generation is demonstrated by an example layout of
    a machine's internal direct current grid."
author:
- first_name: D.
  full_name: Göllner, D.
  last_name: Göllner
- first_name: Thomas
  full_name: Pawlik, Thomas
  id: '58915'
  last_name: Pawlik
- first_name: Thomas
  full_name: Schulte, Thomas
  id: '46242'
  last_name: Schulte
citation:
  ama: Göllner D, Pawlik T, Schulte T. <i>Utilization of the Asset Administration
    Shell for the Generation of Dynamic Simulation Models</i>. (IEEE Singapore Section,
    IEEE TEMS Singapore Chapter,, IEEE TEMS Hong Kong Chapter, eds.). IEEE; 2021:808-812.
    doi:<a href="https://doi.org/10.1109/IEEM50564.2021.9673089">10.1109/IEEM50564.2021.9673089</a>
  apa: Göllner, D., Pawlik, T., &#38; Schulte, T. (2021). Utilization of the Asset
    Administration Shell for the Generation of Dynamic Simulation Models. In IEEE
    Singapore Section, IEEE TEMS Singapore Chapter, &#38; IEEE TEMS Hong Kong Chapter
    (Eds.), <i>2021 IEEE International Conference on Industrial Engineering and Engineering
    Management (IEEM)</i> (pp. 808–812). IEEE. <a href="https://doi.org/10.1109/IEEM50564.2021.9673089">https://doi.org/10.1109/IEEM50564.2021.9673089</a>
  bjps: '<b>Göllner D, Pawlik T and Schulte T</b> (2021) <i>Utilization of the Asset
    Administration Shell for the Generation of Dynamic Simulation Models</i>, IEEE
    Singapore Section, IEEE TEMS Singapore Chapter, and IEEE TEMS Hong Kong Chapter
    (eds). [Piscataway, NJ]: IEEE.'
  chicago: 'Göllner, D., Thomas Pawlik, and Thomas Schulte. <i>Utilization of the
    Asset Administration Shell for the Generation of Dynamic Simulation Models</i>.
    Edited by IEEE Singapore Section, IEEE TEMS Singapore Chapter, and IEEE TEMS Hong
    Kong Chapter. <i>2021 IEEE International Conference on Industrial Engineering
    and Engineering Management (IEEM)</i>. IEEE International Conference on Industrial
    Engineering and Engineering Management . [Piscataway, NJ]: IEEE, 2021. <a href="https://doi.org/10.1109/IEEM50564.2021.9673089">https://doi.org/10.1109/IEEM50564.2021.9673089</a>.'
  chicago-de: 'Göllner, D., Thomas Pawlik und Thomas Schulte. 2021. <i>Utilization
    of the Asset Administration Shell for the Generation of Dynamic Simulation Models</i>.
    Hg. von IEEE Singapore Section, IEEE TEMS Singapore Chapter, und IEEE TEMS Hong
    Kong Chapter. <i>2021 IEEE International Conference on Industrial Engineering
    and Engineering Management (IEEM)</i>. IEEE International Conference on Industrial
    Engineering and Engineering Management . [Piscataway, NJ]: IEEE. doi:<a href="https://doi.org/10.1109/IEEM50564.2021.9673089">10.1109/IEEM50564.2021.9673089</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Göllner, D.</span> ; <span
    style="font-variant:small-caps;">Pawlik, Thomas</span> ; <span style="font-variant:small-caps;">Schulte,
    Thomas</span> ; <span style="font-variant:small-caps;">IEEE Singapore Section</span>
    ; <span style="font-variant:small-caps;">IEEE TEMS Singapore Chapter,</span> ;
    <span style="font-variant:small-caps;">IEEE TEMS Hong Kong Chapter</span> (Hrsg.):
    <i>Utilization of the Asset Administration Shell for the Generation of Dynamic
    Simulation Models</i>, <i>IEEE International Conference on Industrial Engineering
    and Engineering Management </i>. [Piscataway, NJ] : IEEE, 2021'
  havard: D. Göllner, T. Pawlik, T. Schulte, Utilization of the Asset Administration
    Shell for the Generation of Dynamic Simulation Models, IEEE, [Piscataway, NJ],
    2021.
  ieee: 'D. Göllner, T. Pawlik, and T. Schulte, <i>Utilization of the Asset Administration
    Shell for the Generation of Dynamic Simulation Models</i>. [Piscataway, NJ]: IEEE,
    2021, pp. 808–812. doi: <a href="https://doi.org/10.1109/IEEM50564.2021.9673089">10.1109/IEEM50564.2021.9673089</a>.'
  mla: Göllner, D., et al. “Utilization of the Asset Administration Shell for the
    Generation of Dynamic Simulation Models.” <i>2021 IEEE International Conference
    on Industrial Engineering and Engineering Management (IEEM)</i>, edited by IEEE
    Singapore Section et al., IEEE, 2021, pp. 808–12, <a href="https://doi.org/10.1109/IEEM50564.2021.9673089">https://doi.org/10.1109/IEEM50564.2021.9673089</a>.
  short: D. Göllner, T. Pawlik, T. Schulte, Utilization of the Asset Administration
    Shell for the Generation of Dynamic Simulation Models, IEEE, [Piscataway, NJ],
    2021.
  ufg: '<b>Göllner, D./Pawlik, Thomas/Schulte, Thomas</b>: Utilization of the Asset
    Administration Shell for the Generation of Dynamic Simulation Models, hg. von
    IEEE Singapore Section/IEEE TEMS Singapore Chapter,, IEEE TEMS Hong Kong Chapter,
    [Piscataway, NJ] 2021 (IEEE International Conference on Industrial Engineering
    and Engineering Management ).'
  van: 'Göllner D, Pawlik T, Schulte T. Utilization of the Asset Administration Shell
    for the Generation of Dynamic Simulation Models. IEEE Singapore Section, IEEE
    TEMS Singapore Chapter,, IEEE TEMS Hong Kong Chapter, editors. 2021 IEEE International
    Conference on Industrial Engineering and Engineering Management (IEEM). [Piscataway,
    NJ]: IEEE; 2021. (IEEE International Conference on Industrial Engineering and
    Engineering Management ).'
conference:
  end_date: 2021-12-16
  location: Online  (Singapore)
  name: 2021 IEEE International Conference on Industrial Engineering and Engineering
    Management (IEEM)
  start_date: 2021-12-13
corporate_editor:
- IEEE Singapore Section
- IEEE TEMS Singapore Chapter,
- IEEE TEMS Hong Kong Chapter
date_created: 2022-06-22T14:14:28Z
date_updated: 2025-06-26T13:38:36Z
department:
- _id: DEP6020
- _id: DEP5022
doi: 10.1109/IEEM50564.2021.9673089
keyword:
- Digital Twin
- Asset Administration Shell
- Dynamic Simulation Model
- Industry 4.0
- Automated Model Generation
language:
- iso: eng
page: 808-812
place: '[Piscataway, NJ]'
publication: 2021 IEEE International Conference on Industrial Engineering and Engineering
  Management (IEEM)
publication_identifier:
  eisbn:
  - 978-1-6654-3771-4
  isbn:
  - '978-1-6654-3772-1 '
  issn:
  - 2157-3611
publication_status: published
publisher: IEEE
series_title: 'IEEE International Conference on Industrial Engineering and Engineering
  Management '
status: public
title: Utilization of the Asset Administration Shell for the Generation of Dynamic
  Simulation Models
type: conference_editor_article
user_id: '83781'
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'
...
