[{"type":"dissertation","main_file_link":[{"open_access":"1","url":"http://dx.doi.org/10.25673/115290"}],"file_date_updated":"2024-03-14T11:32:13Z","user_id":"33976","date_created":"2024-03-14T11:32:15Z","supervisor":[{"last_name":"Trojahn","full_name":"Trojahn, Sebastian","first_name":"Sebastian"}],"has_accepted_license":"1","oa":"1","date_updated":"2026-07-06T12:23:58Z","alternative_id":["5468"],"author":[{"id":"243801","first_name":"Felix","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-6348-7897/work/156390666","last_name":"Grumbach","full_name":"Grumbach, Felix","orcid":"0000-0001-6348-7897"}],"place":"Bernburg","citation":{"apa":"Grumbach, F. (2024). <i>Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation]</i>. Bernburg: Universitäts- und Landesbibliothek Sachsen-Anhalt. <a href=\"https://doi.org/10.25673/115290\">https://doi.org/10.25673/115290</a>","ieee":"F. Grumbach, <i>Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation]</i>. Bernburg: Universitäts- und Landesbibliothek Sachsen-Anhalt, 2024.","ama":"Grumbach F. <i>Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation]</i>. Bernburg: Universitäts- und Landesbibliothek Sachsen-Anhalt; 2024. doi:<a href=\"https://doi.org/10.25673/115290\">10.25673/115290</a>","chicago":"Grumbach, Felix. <i>Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation]</i>. Bernburg: Universitäts- und Landesbibliothek Sachsen-Anhalt, 2024. <a href=\"https://doi.org/10.25673/115290\">https://doi.org/10.25673/115290</a>.","mla":"Grumbach, Felix. <i>Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation]</i>. Universitäts- und Landesbibliothek Sachsen-Anhalt, 2024, doi:<a href=\"https://doi.org/10.25673/115290\">10.25673/115290</a>.","short":"F. Grumbach, Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation], Universitäts- und Landesbibliothek Sachsen-Anhalt, Bernburg, 2024.","bibtex":"@book{Grumbach_2024, place={Bernburg}, title={Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation]}, DOI={<a href=\"https://doi.org/10.25673/115290\">10.25673/115290</a>}, publisher={Universitäts- und Landesbibliothek Sachsen-Anhalt}, author={Grumbach, Felix}, year={2024} }","alphadin":"<span style=\"font-variant:small-caps;\">Grumbach, Felix</span>: <i>Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation]</i>. Bernburg : Universitäts- und Landesbibliothek Sachsen-Anhalt, 2024"},"publication_identifier":{"eisbn":["978-3-96057-174-2"]},"doi":"10.25673/115290","_id":"4392","title":"Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation]","publisher":"Universitäts- und Landesbibliothek Sachsen-Anhalt","year":"2024","tmp":{"legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","image":"/images/cc_by.png","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","short":"CC BY (4.0)"},"publication_status":"published","status":"public","file":[{"success":1,"date_updated":"2024-03-14T11:32:13Z","date_created":"2024-03-14T11:32:13Z","content_type":"application/pdf","file_size":7859995,"relation":"main_file","file_name":"Diss_FGrumbach_2024_Final.pdf","access_level":"open_access","file_id":"4393","creator":"fgrumbach1"}],"keyword":["Produktionsplanung und -steuerung","Operations Research","Machine Learning","Reinforcement Learning"],"urn":"urn:nbn:de:hbz:bi10-43927","language":[{"iso":"ger"}]},{"_id":"2295","year":"2022","publisher":"Springer Science and Business Media LLC","title":"Robust-stable scheduling in dynamic flow shops based on deep reinforcement learning","article_type":"original","publication_status":"published","tmp":{"legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode","image":"/images/cc_by.png","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","short":"CC BY (4.0)"},"status":"public","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"}],"type":"journal_article","publication":"Journal of Intelligent Manufacturing","date_created":"2023-01-10T13:08:37Z","user_id":"245729","oa":"1","author":[{"id":"243801","first_name":"Felix","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-6348-7897/work/218753400","last_name":"Grumbach","full_name":"Grumbach, Felix","orcid":"0000-0001-6348-7897"},{"first_name":"Anna","full_name":"Müller, Anna","last_name":"Müller"},{"last_name":"Reusch","full_name":"Reusch, Pascal","first_name":"Pascal"},{"last_name":"Trojahn","full_name":"Trojahn, Sebastian","first_name":"Sebastian"}],"date_updated":"2026-06-25T11:42:46Z","quality_controlled":"1","citation":{"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.","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>","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)","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} }","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).","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>","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>."},"publication_identifier":{"issn":["0956-5515"],"eissn":["1572-8145"]},"doi":"10.1007/s10845-022-02069-x"}]