---
_id: '5470'
author:
- first_name: Daniel
  full_name: Fischer, Daniel
  last_name: Fischer
- first_name: Hannah M.
  full_name: Hüsener, Hannah M.
  last_name: Hüsener
- first_name: Felix
  full_name: Grumbach, Felix
  id: '243801'
  last_name: Grumbach
  orcid: 0000-0001-6348-7897
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-6348-7897/work/177055139
- first_name: Lukas
  full_name: Vollenkemper, Lukas
  id: '245570'
  last_name: Vollenkemper
- first_name: Arthur
  full_name: Müller, Arthur
  last_name: Müller
- first_name: Pascal
  full_name: Reusch, Pascal
  id: '223271'
  last_name: Reusch
citation:
  alphadin: '<span style="font-variant:small-caps;">Fischer, Daniel</span> ; <span
    style="font-variant:small-caps;">Hüsener, Hannah M.</span> ; <span style="font-variant:small-caps;">Grumbach,
    Felix</span> ; <span style="font-variant:small-caps;">Vollenkemper, Lukas</span>
    ; <span style="font-variant:small-caps;">Müller, Arthur</span> ; <span style="font-variant:small-caps;">Reusch,
    Pascal</span>: Demystifying Reinforcement Learning in Production Scheduling via
    Explainable AI. In: <i>arXiv</i>, Cornell University (2024)'
  ama: Fischer D, Hüsener HM, Grumbach F, Vollenkemper L, Müller A, Reusch P. Demystifying
    Reinforcement Learning in Production Scheduling via Explainable AI. <i>arXiv</i>.
    2024. doi:<a href="https://doi.org/10.48550/ARXIV.2408.09841">10.48550/ARXIV.2408.09841</a>
  apa: Fischer, D., Hüsener, H. M., Grumbach, F., Vollenkemper, L., Müller, A., &#38;
    Reusch, P. (2024). Demystifying Reinforcement Learning in Production Scheduling
    via Explainable AI. <i>ArXiv</i>. <a href="https://doi.org/10.48550/ARXIV.2408.09841">https://doi.org/10.48550/ARXIV.2408.09841</a>
  bibtex: '@article{Fischer_Hüsener_Grumbach_Vollenkemper_Müller_Reusch_2024, title={Demystifying
    Reinforcement Learning in Production Scheduling via Explainable AI}, DOI={<a href="https://doi.org/10.48550/ARXIV.2408.09841">10.48550/ARXIV.2408.09841</a>},
    journal={arXiv}, publisher={Cornell University}, author={Fischer, Daniel and Hüsener,
    Hannah M. and Grumbach, Felix and Vollenkemper, Lukas and Müller, Arthur and Reusch,
    Pascal}, year={2024} }'
  chicago: Fischer, Daniel, Hannah M. Hüsener, Felix Grumbach, Lukas Vollenkemper,
    Arthur Müller, and Pascal Reusch. “Demystifying Reinforcement Learning in Production
    Scheduling via Explainable AI.” <i>ArXiv</i>, 2024. <a href="https://doi.org/10.48550/ARXIV.2408.09841">https://doi.org/10.48550/ARXIV.2408.09841</a>.
  ieee: D. Fischer, H. M. Hüsener, F. Grumbach, L. Vollenkemper, A. Müller, and P.
    Reusch, “Demystifying Reinforcement Learning in Production Scheduling via Explainable
    AI,” <i>arXiv</i>, 2024.
  mla: Fischer, Daniel, et al. “Demystifying Reinforcement Learning in Production
    Scheduling via Explainable AI.” <i>ArXiv</i>, Cornell University, 2024, doi:<a
    href="https://doi.org/10.48550/ARXIV.2408.09841">10.48550/ARXIV.2408.09841</a>.
  short: D. Fischer, H.M. Hüsener, F. Grumbach, L. Vollenkemper, A. Müller, P. Reusch,
    ArXiv (2024).
date_created: 2025-01-30T13:40:38Z
date_updated: 2026-03-17T15:29:18Z
doi: 10.48550/ARXIV.2408.09841
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/2408.09841
oa: '1'
publication: arXiv
publication_status: published
publisher: Cornell University
status: public
title: Demystifying Reinforcement Learning in Production Scheduling via Explainable
  AI
type: journal_article
user_id: '220548'
year: '2024'
...
---
_id: '4567'
author:
- first_name: Felix
  full_name: Grumbach, Felix
  id: '243801'
  last_name: Grumbach
  orcid: 0000-0001-6348-7897
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-6348-7897/work/159114335
- first_name: Arthur
  full_name: Müller, Arthur
  last_name: Müller
- first_name: Lukas
  full_name: Vollenkemper, Lukas
  id: '245570'
  last_name: Vollenkemper
citation:
  alphadin: '<span style="font-variant:small-caps;">Grumbach, Felix</span> ; <span
    style="font-variant:small-caps;">Müller, Arthur</span> ; <span style="font-variant:small-caps;">Vollenkemper,
    Lukas</span>: Robust Human-Centered Assembly Line Scheduling with Reinforcement
    Learning. In: <span style="font-variant:small-caps;">Freitag, M.</span> ; <span
    style="font-variant:small-caps;">Kinra, A.</span> ; <span style="font-variant:small-caps;">Kotzab,
    H.</span> ; <span style="font-variant:small-caps;">Megow, N.</span> (Hrsg.): <i>Dynamics
    in Logistics. Proceedings of the 9th International Conference LDIC 2024, Bremen,
    Germany</i>, <i>Lecture Notes in Logistics</i>. Cham : Springer Nature Switzerland,
    2024, S. 223–234'
  ama: 'Grumbach F, Müller A, Vollenkemper L. Robust Human-Centered Assembly Line
    Scheduling with Reinforcement Learning. In: Freitag M, Kinra A, Kotzab H, Megow
    N, eds. <i>Dynamics in Logistics. Proceedings of the 9th International Conference
    LDIC 2024, Bremen, Germany</i>. Lecture Notes in Logistics. Cham: Springer Nature
    Switzerland; 2024:223-234. doi:<a href="https://doi.org/10.1007/978-3-031-56826-8_17">10.1007/978-3-031-56826-8_17</a>'
  apa: 'Grumbach, F., Müller, A., &#38; Vollenkemper, L. (2024). Robust Human-Centered
    Assembly Line Scheduling with Reinforcement Learning. In M. Freitag, A. Kinra,
    H. Kotzab, &#38; N. Megow (Eds.), <i>Dynamics in Logistics. Proceedings of the
    9th International Conference LDIC 2024, Bremen, Germany</i> (pp. 223–234). Cham:
    Springer Nature Switzerland. <a href="https://doi.org/10.1007/978-3-031-56826-8_17">https://doi.org/10.1007/978-3-031-56826-8_17</a>'
  bibtex: '@inproceedings{Grumbach_Müller_Vollenkemper_2024, place={Cham}, series={Lecture
    Notes in Logistics}, title={Robust Human-Centered Assembly Line Scheduling with Reinforcement
    Learning}, DOI={<a href="https://doi.org/10.1007/978-3-031-56826-8_17">10.1007/978-3-031-56826-8_17</a>},
    booktitle={Dynamics in Logistics. Proceedings of the 9th International Conference
    LDIC 2024, Bremen, Germany}, publisher={Springer Nature Switzerland}, author={Grumbach,
    Felix and Müller, Arthur and Vollenkemper, Lukas}, editor={Freitag, Michael and
    Kinra, Aseem and Kotzab, Herbert and Megow, NicoleEditors}, year={2024}, pages={223–234},
    collection={Lecture Notes in Logistics} }'
  chicago: 'Grumbach, Felix, Arthur Müller, and Lukas Vollenkemper. “Robust Human-Centered
    Assembly Line Scheduling with Reinforcement Learning.” In <i>Dynamics in Logistics.
    Proceedings of the 9th International Conference LDIC 2024, Bremen, Germany</i>,
    edited by Michael Freitag, Aseem Kinra, Herbert Kotzab, and Nicole Megow, 223–34.
    Lecture Notes in Logistics. Cham: Springer Nature Switzerland, 2024. <a href="https://doi.org/10.1007/978-3-031-56826-8_17">https://doi.org/10.1007/978-3-031-56826-8_17</a>.'
  ieee: F. Grumbach, A. Müller, and L. Vollenkemper, “Robust Human-Centered Assembly
    Line Scheduling with Reinforcement Learning,” in <i>Dynamics in Logistics. Proceedings
    of the 9th International Conference LDIC 2024, Bremen, Germany</i>, Bremen , 2024,
    pp. 223–234.
  mla: Grumbach, Felix, et al. “Robust Human-Centered Assembly Line Scheduling with Reinforcement
    Learning.” <i>Dynamics in Logistics. Proceedings of the 9th International Conference
    LDIC 2024, Bremen, Germany</i>, edited by Michael Freitag et al., Springer Nature
    Switzerland, 2024, pp. 223–34, doi:<a href="https://doi.org/10.1007/978-3-031-56826-8_17">10.1007/978-3-031-56826-8_17</a>.
  short: 'F. Grumbach, A. Müller, L. Vollenkemper, in: M. Freitag, A. Kinra, H. Kotzab,
    N. Megow (Eds.), Dynamics in Logistics. Proceedings of the 9th International Conference
    LDIC 2024, Bremen, Germany, Springer Nature Switzerland, Cham, 2024, pp. 223–234.'
conference:
  end_date: 2024-02-16
  location: 'Bremen '
  name: 9th International Conference LDIC
  start_date: 2024-02-14
date_created: 2024-05-07T07:29:58Z
date_updated: 2026-03-17T15:29:02Z
department:
- _id: '103'
doi: 10.1007/978-3-031-56826-8_17
editor:
- first_name: Michael
  full_name: Freitag, Michael
  last_name: Freitag
- first_name: Aseem
  full_name: Kinra, Aseem
  last_name: Kinra
- first_name: Herbert
  full_name: Kotzab, Herbert
  last_name: Kotzab
- first_name: Nicole
  full_name: Megow, Nicole
  last_name: Megow
language:
- iso: eng
page: 223-234
place: Cham
publication: Dynamics in Logistics. Proceedings of the 9th International Conference
  LDIC 2024, Bremen, Germany
publication_identifier:
  eisbn:
  - 978-3-031-56826-8
  eissn:
  - 2194-8925
  isbn:
  - 978-3-031-56825-1
  issn:
  - 2194-8917
publication_status: published
publisher: Springer Nature Switzerland
series_title: Lecture Notes in Logistics
status: public
title: Robust Human-Centered Assembly Line Scheduling with Reinforcement Learning
type: conference
user_id: '245570'
year: '2024'
...
---
_id: '2849'
alternative_id:
- '2853'
article_type: original
author:
- first_name: Lukas
  full_name: Vollenkemper, Lukas
  id: '245570'
  last_name: Vollenkemper
- first_name: Felix
  full_name: Grumbach, Felix
  id: '243801'
  last_name: Grumbach
  orcid: 0000-0001-6348-7897
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-6348-7897/work/181329772
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
- first_name: Pascal
  full_name: Reusch, Pascal
  last_name: Reusch
citation:
  alphadin: '<span style="font-variant:small-caps;">Vollenkemper, Lukas</span> ; <span
    style="font-variant:small-caps;">Grumbach, Felix</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span> ; <span style="font-variant:small-caps;">Reusch, Pascal</span>:
    Humanzentrierte Ablaufplanung von Montagelinien/Human-centered scheduling in assembly
    lines - Plug and play: Efficient algorithms minimize stress in flow shops. In:
    <i>wt Werkstattstechnik online</i> Bd. 113, VDI Fachmedien GmbH and Co. KG (2023),
    Nr. 04, S. 158–163'
  ama: 'Vollenkemper L, Grumbach F, Kohlhase M, Reusch P. Humanzentrierte Ablaufplanung
    von Montagelinien/Human-centered scheduling in assembly lines - Plug and play:
    Efficient algorithms minimize stress in flow shops. <i>wt Werkstattstechnik online</i>.
    2023;113(04):158-163. doi:<a href="https://doi.org/10.37544/1436-4980-2023-04-58">10.37544/1436-4980-2023-04-58</a>'
  apa: 'Vollenkemper, L., Grumbach, F., Kohlhase, M., &#38; Reusch, P. (2023). Humanzentrierte
    Ablaufplanung von Montagelinien/Human-centered scheduling in assembly lines -
    Plug and play: Efficient algorithms minimize stress in flow shops. <i>Wt Werkstattstechnik
    Online</i>, <i>113</i>(04), 158–163. <a href="https://doi.org/10.37544/1436-4980-2023-04-58">https://doi.org/10.37544/1436-4980-2023-04-58</a>'
  bibtex: '@article{Vollenkemper_Grumbach_Kohlhase_Reusch_2023, title={Humanzentrierte
    Ablaufplanung von Montagelinien/Human-centered scheduling in assembly lines -
    Plug and play: Efficient algorithms minimize stress in flow shops}, volume={113},
    DOI={<a href="https://doi.org/10.37544/1436-4980-2023-04-58">10.37544/1436-4980-2023-04-58</a>},
    number={04}, journal={wt Werkstattstechnik online}, publisher={VDI Fachmedien
    GmbH and Co. KG}, author={Vollenkemper, Lukas and Grumbach, Felix and Kohlhase,
    Martin and Reusch, Pascal}, year={2023}, pages={158–163} }'
  chicago: 'Vollenkemper, Lukas, Felix Grumbach, Martin Kohlhase, and Pascal Reusch.
    “Humanzentrierte Ablaufplanung von Montagelinien/Human-Centered Scheduling in
    Assembly Lines - Plug and Play: Efficient Algorithms Minimize Stress in Flow Shops.”
    <i>Wt Werkstattstechnik Online</i> 113, no. 04 (2023): 158–63. <a href="https://doi.org/10.37544/1436-4980-2023-04-58">https://doi.org/10.37544/1436-4980-2023-04-58</a>.'
  ieee: 'L. Vollenkemper, F. Grumbach, M. Kohlhase, and P. Reusch, “Humanzentrierte
    Ablaufplanung von Montagelinien/Human-centered scheduling in assembly lines -
    Plug and play: Efficient algorithms minimize stress in flow shops,” <i>wt Werkstattstechnik
    online</i>, vol. 113, no. 04, pp. 158–163, 2023.'
  mla: 'Vollenkemper, Lukas, et al. “Humanzentrierte Ablaufplanung von Montagelinien/Human-Centered
    Scheduling in Assembly Lines - Plug and Play: Efficient Algorithms Minimize Stress
    in Flow Shops.” <i>Wt Werkstattstechnik Online</i>, vol. 113, no. 04, VDI Fachmedien
    GmbH and Co. KG, 2023, pp. 158–63, doi:<a href="https://doi.org/10.37544/1436-4980-2023-04-58">10.37544/1436-4980-2023-04-58</a>.'
  short: L. Vollenkemper, F. Grumbach, M. Kohlhase, P. Reusch, Wt Werkstattstechnik
    Online 113 (2023) 158–163.
date_created: 2023-05-08T12:13:39Z
date_updated: 2026-03-17T15:28:38Z
doi: 10.37544/1436-4980-2023-04-58
intvolume: '       113'
issue: '04'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: dx.doi.org/10.37544/1436-4980-2023-04-58
oa: '1'
page: 158-163
publication: wt Werkstattstechnik online
publication_identifier:
  issn:
  - 1436-4980
publication_status: published
publisher: VDI Fachmedien GmbH and Co. KG
quality_controlled: '1'
status: public
title: 'Humanzentrierte Ablaufplanung von Montagelinien/Human-centered scheduling
  in assembly lines - Plug and play: Efficient algorithms minimize stress in flow
  shops'
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
user_id: '249224'
volume: 113
year: '2023'
...
---
_id: '2855'
article_type: original
author:
- first_name: Lukas
  full_name: Vollenkemper, Lukas
  id: '245570'
  last_name: Vollenkemper
- first_name: Marvin
  full_name: Mönikes, Marvin
  last_name: Mönikes
- first_name: Florian
  full_name: Wortmann, Florian
  last_name: Wortmann
- first_name: Melanie
  full_name: Rudolph-Puls, Melanie
  last_name: Rudolph-Puls
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
- first_name: Angelika
  full_name: Röchter, Angelika
  last_name: Röchter
- first_name: Christian
  full_name: Ewering, Christian
  last_name: Ewering
citation:
  alphadin: '<span style="font-variant:small-caps;">Vollenkemper, Lukas</span> ; <span
    style="font-variant:small-caps;">Mönikes, Marvin</span> ; <span style="font-variant:small-caps;">Wortmann,
    Florian</span> ; <span style="font-variant:small-caps;">Rudolph-Puls, Melanie</span>
    ; <span style="font-variant:small-caps;">Kohlhase, Martin</span> ; <span style="font-variant:small-caps;">Röchter,
    Angelika</span> ; <span style="font-variant:small-caps;">Ewering, Christian</span>:
    HUMANZENTRIERTE PRODUKTIONSPLANUNG MIT KI - Entwicklung eines Assistenzsystems.
    In: <i>Arbeitswelt.Plus Working Paper</i>, it’s OWL Clustermanagement GmbH (2023)'
  ama: Vollenkemper L, Mönikes M, Wortmann F, et al. HUMANZENTRIERTE PRODUKTIONSPLANUNG
    MIT KI - Entwicklung eines Assistenzsystems. <i>ArbeitsweltPlus Working Paper</i>.
    2023. doi:<a href="https://doi.org/10.55594/UXIT4205">10.55594/UXIT4205</a>
  apa: Vollenkemper, L., Mönikes, M., Wortmann, F., Rudolph-Puls, M., Kohlhase, M.,
    Röchter, A., &#38; Ewering, C. (2023). HUMANZENTRIERTE PRODUKTIONSPLANUNG MIT
    KI - Entwicklung eines Assistenzsystems. <i>Arbeitswelt.Plus Working Paper</i>.
    <a href="https://doi.org/10.55594/UXIT4205">https://doi.org/10.55594/UXIT4205</a>
  bibtex: '@article{Vollenkemper_Mönikes_Wortmann_Rudolph-Puls_Kohlhase_Röchter_Ewering_2023,
    title={HUMANZENTRIERTE PRODUKTIONSPLANUNG MIT KI - Entwicklung eines Assistenzsystems},
    DOI={<a href="https://doi.org/10.55594/UXIT4205">10.55594/UXIT4205</a>}, journal={Arbeitswelt.Plus
    Working Paper}, publisher={it’s OWL Clustermanagement GmbH}, author={Vollenkemper,
    Lukas and Mönikes, Marvin and Wortmann, Florian and Rudolph-Puls, Melanie and
    Kohlhase, Martin and Röchter, Angelika and Ewering, Christian}, year={2023} }'
  chicago: Vollenkemper, Lukas, Marvin Mönikes, Florian Wortmann, Melanie Rudolph-Puls,
    Martin Kohlhase, Angelika Röchter, and Christian Ewering. “HUMANZENTRIERTE PRODUKTIONSPLANUNG
    MIT KI - Entwicklung Eines Assistenzsystems.” <i>Arbeitswelt.Plus Working Paper</i>,
    2023. <a href="https://doi.org/10.55594/UXIT4205">https://doi.org/10.55594/UXIT4205</a>.
  ieee: L. Vollenkemper <i>et al.</i>, “HUMANZENTRIERTE PRODUKTIONSPLANUNG MIT KI
    - Entwicklung eines Assistenzsystems,” <i>Arbeitswelt.Plus Working Paper</i>,
    2023.
  mla: Vollenkemper, Lukas, et al. “HUMANZENTRIERTE PRODUKTIONSPLANUNG MIT KI - Entwicklung
    Eines Assistenzsystems.” <i>Arbeitswelt.Plus Working Paper</i>, it’s OWL Clustermanagement
    GmbH, 2023, doi:<a href="https://doi.org/10.55594/UXIT4205">10.55594/UXIT4205</a>.
  short: L. Vollenkemper, M. Mönikes, F. Wortmann, M. Rudolph-Puls, M. Kohlhase, A.
    Röchter, C. Ewering, Arbeitswelt.Plus Working Paper (2023).
date_created: 2023-05-08T16:27:31Z
date_updated: 2026-03-17T15:28:38Z
doi: 10.55594/UXIT4205
keyword:
- Produktionsplanung Assistenzsysteme Simulation
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arbeitswelt.plus/wp-content/uploads/2023/03/Working_Paper_ImpliKIt_FINAL.pdf
oa: '1'
publication: Arbeitswelt.Plus Working Paper
publication_status: published
publisher: it's OWL Clustermanagement GmbH
status: public
title: HUMANZENTRIERTE PRODUKTIONSPLANUNG MIT KI - Entwicklung eines Assistenzsystems
type: journal_article
user_id: '249199'
year: '2023'
...
---
_id: '2277'
author:
- first_name: Lukas
  full_name: Vollenkemper, Lukas
  id: '245570'
  last_name: Vollenkemper
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
citation:
  alphadin: '<span style="font-variant:small-caps;">Vollenkemper, Lukas</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Spatial Temporal Transformer
    Networks for Sparse Motion Capture Applications. In: <span style="font-variant:small-caps;">Schulte,
    H.</span> ; <span style="font-variant:small-caps;">Hoffman, F.</span> ; <span
    style="font-variant:small-caps;">Mikut, R.</span> ; <span style="font-variant:small-caps;">Karlsruhier
    Institut für Technologie (KIT)</span> (Hrsg.): <i>PROCEEDINGS 32. WORKSHOP COMPUTATIONAL
    INTELLIGENCE</i>, <i>WORKSHOP COMPUTATIONAL INTELLIGENCE</i>. Bd. 32. Karlsruhe :
    KIT Scientific Publishing, 2022'
  ama: 'Vollenkemper L, Kohlhase M. Spatial Temporal Transformer Networks for Sparse
    Motion Capture Applications. In: Schulte H, Hoffman F, Mikut R, Karlsruhier Institut
    für Technologie (KIT), eds. <i>PROCEEDINGS 32. WORKSHOP COMPUTATIONAL INTELLIGENCE</i>.
    Vol 32. WORKSHOP COMPUTATIONAL INTELLIGENCE. Karlsruhe: KIT Scientific Publishing;
    2022. doi:<a href="https://doi.org/10.5445/KSP/1000151141">10.5445/KSP/1000151141</a>'
  apa: 'Vollenkemper, L., &#38; Kohlhase, M. (2022). Spatial Temporal Transformer
    Networks for Sparse Motion Capture Applications. In H. Schulte, F. Hoffman, R.
    Mikut, &#38; Karlsruhier Institut für Technologie (KIT) (Eds.), <i>PROCEEDINGS
    32. WORKSHOP COMPUTATIONAL INTELLIGENCE</i> (Vol. 32). Karlsruhe: KIT Scientific
    Publishing. <a href="https://doi.org/10.5445/KSP/1000151141">https://doi.org/10.5445/KSP/1000151141</a>'
  bibtex: '@inproceedings{Vollenkemper_Kohlhase_2022, place={Karlsruhe}, series={WORKSHOP
    COMPUTATIONAL INTELLIGENCE}, title={Spatial Temporal Transformer Networks for
    Sparse Motion Capture Applications}, volume={32}, DOI={<a href="https://doi.org/10.5445/KSP/1000151141">10.5445/KSP/1000151141</a>},
    booktitle={PROCEEDINGS 32. WORKSHOP COMPUTATIONAL INTELLIGENCE}, publisher={KIT
    Scientific Publishing}, author={Vollenkemper, Lukas and Kohlhase, Martin}, editor={Schulte,
    Horst and Hoffman, Frank and Mikut, Ralf and Karlsruhier Institut für Technologie
    (KIT)Editors}, year={2022}, collection={WORKSHOP COMPUTATIONAL INTELLIGENCE} }'
  chicago: 'Vollenkemper, Lukas, and Martin Kohlhase. “Spatial Temporal Transformer
    Networks for Sparse Motion Capture Applications.” In <i>PROCEEDINGS 32. WORKSHOP
    COMPUTATIONAL INTELLIGENCE</i>, edited by Horst Schulte, Frank Hoffman, Ralf Mikut,
    and Karlsruhier Institut für Technologie (KIT), Vol. 32. WORKSHOP COMPUTATIONAL
    INTELLIGENCE. Karlsruhe: KIT Scientific Publishing, 2022. <a href="https://doi.org/10.5445/KSP/1000151141">https://doi.org/10.5445/KSP/1000151141</a>.'
  ieee: L. Vollenkemper and M. Kohlhase, “Spatial Temporal Transformer Networks for
    Sparse Motion Capture Applications,” in <i>PROCEEDINGS 32. WORKSHOP COMPUTATIONAL
    INTELLIGENCE</i>, Berlin, 2022, vol. 32.
  mla: Vollenkemper, Lukas, and Martin Kohlhase. “Spatial Temporal Transformer Networks
    for Sparse Motion Capture Applications.” <i>PROCEEDINGS 32. WORKSHOP COMPUTATIONAL
    INTELLIGENCE</i>, edited by Horst Schulte et al., vol. 32, KIT Scientific Publishing,
    2022, doi:<a href="https://doi.org/10.5445/KSP/1000151141">10.5445/KSP/1000151141</a>.
  short: 'L. Vollenkemper, M. Kohlhase, in: H. Schulte, F. Hoffman, R. Mikut, Karlsruhier
    Institut für Technologie (KIT) (Eds.), PROCEEDINGS 32. WORKSHOP COMPUTATIONAL
    INTELLIGENCE, KIT Scientific Publishing, Karlsruhe, 2022.'
conference:
  end_date: 02.12.22
  location: Berlin
  start_date: 30.11.22
corporate_editor:
- Karlsruhier Institut für Technologie (KIT)
date_created: 2022-12-23T07:24:25Z
date_updated: 2026-03-17T15:28:31Z
doi: 10.5445/KSP/1000151141
editor:
- first_name: Horst
  full_name: Schulte, Horst
  last_name: Schulte
- first_name: Frank
  full_name: Hoffman, Frank
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  last_name: Mikut
intvolume: '        32'
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place: Karlsruhe
publication: PROCEEDINGS 32. WORKSHOP COMPUTATIONAL INTELLIGENCE
publication_identifier:
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publication_status: published
publisher: KIT Scientific Publishing
series_title: WORKSHOP COMPUTATIONAL INTELLIGENCE
status: public
title: Spatial Temporal Transformer Networks for Sparse Motion Capture Applications
type: conference
user_id: '216459'
volume: 32
year: '2022'
...
---
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article_number: '2481'
author:
- first_name: Koenraad
  full_name: Vandevoorde, Koenraad
  id: '242844'
  last_name: Vandevoorde
- first_name: Lukas
  full_name: Vollenkemper, Lukas
  id: '245570'
  last_name: Vollenkemper
- first_name: Constanze
  full_name: Schwan, Constanze
  last_name: Schwan
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
citation:
  alphadin: '<span style="font-variant:small-caps;">Vandevoorde, Koenraad</span> ;
    <span style="font-variant:small-caps;">Vollenkemper, Lukas</span> ; <span style="font-variant:small-caps;">Schwan,
    Constanze</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>
    ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>: Using Artificial
    Intelligence for Assistance Systems to Bring Motor Learning Principles into Real
    World Motor Tasks. In: <i>Sensors</i> Bd. 22, MDPI AG (2022), Nr. 7'
  ama: Vandevoorde K, Vollenkemper L, Schwan C, Kohlhase M, Schenck W. Using Artificial
    Intelligence for Assistance Systems to Bring Motor Learning Principles into Real
    World Motor Tasks. <i>Sensors</i>. 2022;22(7). doi:<a href="https://doi.org/10.3390/s22072481">10.3390/s22072481</a>
  apa: Vandevoorde, K., Vollenkemper, L., Schwan, C., Kohlhase, M., &#38; Schenck,
    W. (2022). Using Artificial Intelligence for Assistance Systems to Bring Motor
    Learning Principles into Real World Motor Tasks. <i>Sensors</i>, <i>22</i>(7).
    <a href="https://doi.org/10.3390/s22072481">https://doi.org/10.3390/s22072481</a>
  bibtex: '@article{Vandevoorde_Vollenkemper_Schwan_Kohlhase_Schenck_2022, title={Using
    Artificial Intelligence for Assistance Systems to Bring Motor Learning Principles
    into Real World Motor Tasks}, volume={22}, DOI={<a href="https://doi.org/10.3390/s22072481">10.3390/s22072481</a>},
    number={72481}, journal={Sensors}, publisher={MDPI AG}, author={Vandevoorde, Koenraad
    and Vollenkemper, Lukas and Schwan, Constanze and Kohlhase, Martin and Schenck,
    Wolfram}, year={2022} }'
  chicago: Vandevoorde, Koenraad, Lukas Vollenkemper, Constanze Schwan, Martin Kohlhase,
    and Wolfram Schenck. “Using Artificial Intelligence for Assistance Systems to
    Bring Motor Learning Principles into Real World Motor Tasks.” <i>Sensors</i> 22,
    no. 7 (2022). <a href="https://doi.org/10.3390/s22072481">https://doi.org/10.3390/s22072481</a>.
  ieee: K. Vandevoorde, L. Vollenkemper, C. Schwan, M. Kohlhase, and W. Schenck, “Using
    Artificial Intelligence for Assistance Systems to Bring Motor Learning Principles
    into Real World Motor Tasks,” <i>Sensors</i>, vol. 22, no. 7, 2022.
  mla: Vandevoorde, Koenraad, et al. “Using Artificial Intelligence for Assistance
    Systems to Bring Motor Learning Principles into Real World Motor Tasks.” <i>Sensors</i>,
    vol. 22, no. 7, 2481, MDPI AG, 2022, doi:<a href="https://doi.org/10.3390/s22072481">10.3390/s22072481</a>.
  short: K. Vandevoorde, L. Vollenkemper, C. Schwan, M. Kohlhase, W. Schenck, Sensors
    22 (2022).
date_created: 2022-04-04T10:08:43Z
date_updated: 2026-03-17T15:28:25Z
doi: 10.3390/s22072481
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  file_size: 2869767
  relation: main_file
  success: 1
file_date_updated: 2022-04-04T10:07:48Z
has_accepted_license: '1'
intvolume: '        22'
issue: '7'
keyword:
- motor learning
- motor skill learning
- assistance system
- artificial intelligence
- machine learning
- pose estimation
- action recognition
- human motion analysis
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.mdpi.com/1424-8220/22/7/2481
oa: '1'
publication: Sensors
publication_identifier:
  eissn:
  - 1424-8220
publication_status: published
publisher: MDPI AG
quality_controlled: '1'
status: public
title: Using Artificial Intelligence for Assistance Systems to Bring Motor Learning
  Principles into Real World Motor Tasks
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
urn: urn:nbn:de:hbz:bi10-17992
user_id: '245590'
volume: 22
year: '2022'
...