---
_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: '4151'
author:
- first_name: Markus
  full_name: Zajac, Markus
  last_name: Zajac
- first_name: Christian
  full_name: Schwede, Christian
  id: '237874'
  last_name: Schwede
  orcid: 0009-0003-0431-6547
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0003-0431-6547/work/158860412
citation:
  alphadin: '<span style="font-variant:small-caps;">Zajac, Markus</span> ; <span style="font-variant:small-caps;">Schwede,
    Christian</span>: Cross-Process Production Control by Camera-Based Quality Management
    Inside a Logistic Assistance System. In: <span style="font-variant:small-caps;">Zijm,
    H.</span> ; <span style="font-variant:small-caps;">Klumpp, M.</span> ; <span style="font-variant:small-caps;">Clausen,
    U.</span> ; <span style="font-variant:small-caps;">Hompel, M. ten</span> (Hrsg.):
    <i>Logistics and Supply Chain Innovation. Bridging the Gap between Theory and
    Practice</i>, <i>Lecture Notes in Logistics</i>. Cham : Springer International
    Publishing, 2016, S. 353–362'
  ama: 'Zajac M, Schwede C. Cross-Process Production Control by Camera-Based Quality
    Management Inside a Logistic Assistance System. In: Zijm H, Klumpp M, Clausen
    U, Hompel M ten, eds. <i>Logistics and Supply Chain Innovation. Bridging the Gap
    between Theory and Practice</i>. Lecture Notes in Logistics. Cham: Springer International
    Publishing; 2016:353-362. doi:<a href="https://doi.org/10.1007/978-3-319-22288-2_21">10.1007/978-3-319-22288-2_21</a>'
  apa: 'Zajac, M., &#38; Schwede, C. (2016). Cross-Process Production Control by Camera-Based
    Quality Management Inside a Logistic Assistance System. In H. Zijm, M. Klumpp,
    U. Clausen, &#38; M. ten Hompel (Eds.), <i>Logistics and Supply Chain Innovation.
    Bridging the Gap between Theory and Practice</i> (pp. 353–362). Cham: Springer
    International Publishing. <a href="https://doi.org/10.1007/978-3-319-22288-2_21">https://doi.org/10.1007/978-3-319-22288-2_21</a>'
  bibtex: '@inbook{Zajac_Schwede_2016, place={Cham}, series={Lecture Notes in Logistics},
    title={Cross-Process Production Control by Camera-Based Quality Management Inside
    a Logistic Assistance System}, DOI={<a href="https://doi.org/10.1007/978-3-319-22288-2_21">10.1007/978-3-319-22288-2_21</a>},
    booktitle={Logistics and Supply Chain Innovation. Bridging the Gap between Theory
    and Practice}, publisher={Springer International Publishing}, author={Zajac, Markus
    and Schwede, Christian}, editor={Zijm, Henk and Klumpp, Matthias and Clausen,
    Uwe and Hompel, Michael tenEditors}, year={2016}, pages={353–362}, collection={Lecture
    Notes in Logistics} }'
  chicago: 'Zajac, Markus, and Christian Schwede. “Cross-Process Production Control
    by Camera-Based Quality Management Inside a Logistic Assistance System.” In <i>Logistics
    and Supply Chain Innovation. Bridging the Gap between Theory and Practice</i>,
    edited by Henk Zijm, Matthias Klumpp, Uwe Clausen, and Michael ten Hompel, 353–62.
    Lecture Notes in Logistics. Cham: Springer International Publishing, 2016. <a
    href="https://doi.org/10.1007/978-3-319-22288-2_21">https://doi.org/10.1007/978-3-319-22288-2_21</a>.'
  ieee: 'M. Zajac and C. Schwede, “Cross-Process Production Control by Camera-Based
    Quality Management Inside a Logistic Assistance System,” in <i>Logistics and Supply
    Chain Innovation. Bridging the Gap between Theory and Practice</i>, H. Zijm, M.
    Klumpp, U. Clausen, and M. ten Hompel, Eds. Cham: Springer International Publishing,
    2016, pp. 353–362.'
  mla: Zajac, Markus, and Christian Schwede. “Cross-Process Production Control by
    Camera-Based Quality Management Inside a Logistic Assistance System.” <i>Logistics
    and Supply Chain Innovation. Bridging the Gap between Theory and Practice</i>,
    edited by Henk Zijm et al., Springer International Publishing, 2016, pp. 353–62,
    doi:<a href="https://doi.org/10.1007/978-3-319-22288-2_21">10.1007/978-3-319-22288-2_21</a>.
  short: 'M. Zajac, C. Schwede, in: H. Zijm, M. Klumpp, U. Clausen, M. ten Hompel
    (Eds.), Logistics and Supply Chain Innovation. Bridging the Gap between Theory
    and Practice, Springer International Publishing, Cham, 2016, pp. 353–362.'
date_created: 2023-12-20T17:47:17Z
date_updated: 2026-03-17T15:28:56Z
doi: 10.1007/978-3-319-22288-2_21
editor:
- first_name: Henk
  full_name: Zijm, Henk
  last_name: Zijm
- first_name: Matthias
  full_name: Klumpp, Matthias
  last_name: Klumpp
- first_name: Uwe
  full_name: Clausen, Uwe
  last_name: Clausen
- first_name: Michael ten
  full_name: Hompel, Michael ten
  last_name: Hompel
language:
- iso: eng
page: 353-362
place: Cham
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: Logistics and Supply Chain Innovation. Bridging the Gap between Theory
  and Practice
publication_identifier:
  eisbn:
  - 978-3-319-22288-2
  eissn:
  - 2194-8925
  isbn:
  - 978-3-319-22287-5
  issn:
  - 2194-8917
publication_status: published
publisher: Springer International Publishing
quality_controlled: '1'
series_title: Lecture Notes in Logistics
status: public
title: Cross-Process Production Control by Camera-Based Quality Management Inside
  a Logistic Assistance System
type: book_chapter
user_id: '255136'
year: '2016'
...