---
_id: '2295'
article_type: original
author:
- first_name: Felix
  full_name: Grumbach, Felix
  id: '243801'
  last_name: Grumbach
  orcid: 0000-0001-6348-7897
- first_name: Anna
  full_name: Müller, Anna
  last_name: Müller
- first_name: Pascal
  full_name: Reusch, Pascal
  last_name: Reusch
- first_name: Sebastian
  full_name: Trojahn, Sebastian
  last_name: Trojahn
citation:
  alphadin: '<span style="font-variant:small-caps;">Grumbach, Felix</span> ; <span
    style="font-variant:small-caps;">Müller, Anna</span> ; <span style="font-variant:small-caps;">Reusch,
    Pascal</span> ; <span style="font-variant:small-caps;">Trojahn, Sebastian</span>:
    Robust-stable scheduling in dynamic flow shops based on deep reinforcement learning.
    In: <i>Journal of Intelligent Manufacturing</i>, Springer Science and Business
    Media LLC (2022)'
  ama: Grumbach F, Müller A, Reusch P, Trojahn S. Robust-stable scheduling in dynamic
    flow shops based on deep reinforcement learning. <i>Journal of Intelligent Manufacturing</i>.
    2022. doi:<a href="https://doi.org/10.1007/s10845-022-02069-x">10.1007/s10845-022-02069-x</a>
  apa: Grumbach, F., Müller, A., Reusch, P., &#38; Trojahn, S. (2022). Robust-stable
    scheduling in dynamic flow shops based on deep reinforcement learning. <i>Journal
    of Intelligent Manufacturing</i>. <a href="https://doi.org/10.1007/s10845-022-02069-x">https://doi.org/10.1007/s10845-022-02069-x</a>
  bibtex: '@article{Grumbach_Müller_Reusch_Trojahn_2022, title={Robust-stable scheduling
    in dynamic flow shops based on deep reinforcement learning}, DOI={<a href="https://doi.org/10.1007/s10845-022-02069-x">10.1007/s10845-022-02069-x</a>},
    journal={Journal of Intelligent Manufacturing}, publisher={Springer Science and
    Business Media LLC}, author={Grumbach, Felix and Müller, Anna and Reusch, Pascal
    and Trojahn, Sebastian}, year={2022} }'
  chicago: Grumbach, Felix, Anna Müller, Pascal Reusch, and Sebastian Trojahn. “Robust-Stable
    Scheduling in Dynamic Flow Shops Based on Deep Reinforcement Learning.” <i>Journal
    of Intelligent Manufacturing</i>, 2022. <a href="https://doi.org/10.1007/s10845-022-02069-x">https://doi.org/10.1007/s10845-022-02069-x</a>.
  ieee: F. Grumbach, A. Müller, P. Reusch, and S. Trojahn, “Robust-stable scheduling
    in dynamic flow shops based on deep reinforcement learning,” <i>Journal of Intelligent
    Manufacturing</i>, 2022.
  mla: Grumbach, Felix, et al. “Robust-Stable Scheduling in Dynamic Flow Shops Based
    on Deep Reinforcement Learning.” <i>Journal of Intelligent Manufacturing</i>,
    Springer Science and Business Media LLC, 2022, doi:<a href="https://doi.org/10.1007/s10845-022-02069-x">10.1007/s10845-022-02069-x</a>.
  short: F. Grumbach, A. Müller, P. Reusch, S. Trojahn, Journal of Intelligent Manufacturing
    (2022).
date_created: 2023-01-10T13:08:37Z
date_updated: 2026-03-17T15:28:31Z
doi: 10.1007/s10845-022-02069-x
jel:
- C6
keyword:
- Dynamic flow shop
- Predictive scheduling
- Proactive scheduling
- Robust scheduling
- Reinforcement learning
- Simheuristics
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://link.springer.com/article/10.1007/s10845-022-02069-x
oa: '1'
publication: Journal of Intelligent Manufacturing
publication_identifier:
  eissn:
  - 1572-8145
  issn:
  - 0956-5515
publication_status: published
publisher: Springer Science and Business Media LLC
quality_controlled: '1'
status: public
title: Robust-stable scheduling in dynamic flow shops based on deep reinforcement
  learning
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: '216459'
year: '2022'
...