[{"user_id":"33976","language":[{"iso":"ger"}],"publication_identifier":{"eisbn":["978-3-96057-174-2"]},"date_updated":"2026-07-06T12:23:58Z","status":"public","publication_status":"published","date_created":"2024-03-14T11:32:15Z","author":[{"id":"243801","full_name":"Grumbach, Felix","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-6348-7897/work/156390666","orcid":"0000-0001-6348-7897","last_name":"Grumbach","first_name":"Felix"}],"main_file_link":[{"open_access":"1","url":"http://dx.doi.org/10.25673/115290"}],"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>","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>.","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","ieee":"F. Grumbach, <i>Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation]</i>. Bernburg: Universitäts- und Landesbibliothek Sachsen-Anhalt, 2024.","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} }","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>"},"_id":"4392","has_accepted_license":"1","type":"dissertation","alternative_id":["5468"],"doi":"10.25673/115290","publisher":"Universitäts- und Landesbibliothek Sachsen-Anhalt","tmp":{"image":"/images/cc_by.png","short":"CC BY (4.0)","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode"},"supervisor":[{"last_name":"Trojahn","first_name":"Sebastian","full_name":"Trojahn, Sebastian"}],"year":"2024","place":"Bernburg","file":[{"access_level":"open_access","date_created":"2024-03-14T11:32:13Z","creator":"fgrumbach1","date_updated":"2024-03-14T11:32:13Z","success":1,"file_size":7859995,"file_id":"4393","content_type":"application/pdf","relation":"main_file","file_name":"Diss_FGrumbach_2024_Final.pdf"}],"file_date_updated":"2024-03-14T11:32:13Z","oa":"1","urn":"urn:nbn:de:hbz:bi10-43927","title":"Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation]","keyword":["Produktionsplanung und -steuerung","Operations Research","Machine Learning","Reinforcement Learning"]},{"tmp":{"image":"/images/cc_by.png","short":"CC BY (4.0)","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode"},"doi":"10.3390/polym15040983","type":"journal_article","volume":15,"file":[{"access_level":"open_access","date_created":"2023-03-15T15:58:24Z","creator":"aehrmann","date_updated":"2023-03-15T15:58:24Z","success":1,"relation":"main_file","content_type":"application/pdf","file_name":"_2023_Panneke_Polymers15_983.pdf","file_size":7726320,"file_id":"2603"}],"urn":"urn:nbn:de:hbz:bi10-26025","publication_identifier":{"eissn":["2073-4360"]},"date_updated":"2026-05-19T14:08:33Z","author":[{"full_name":"Panneke, Niklas","last_name":"Panneke","first_name":"Niklas"},{"id":"223776","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-0695-3905/work/181737412","full_name":"Ehrmann, Andrea","first_name":"Andrea","orcid":"0000-0003-0695-3905","last_name":"Ehrmann"}],"publisher":"MDPI AG","has_accepted_license":"1","issue":"4","funded_apc":"1","article_number":"983","article_type":"review","year":"2023","keyword":["body armor","additive manufacturing","functional textiles","sensory textiles","shear-thickening fluid","reinforcement","stab protection","VPAM-KDIW","HOSDB"],"quality_controlled":"1","title":"Stab-Resistant Polymers—Recent Developments in Materials and Structures","oa":"1","file_date_updated":"2023-03-15T15:58:24Z","language":[{"iso":"eng"}],"user_id":"250307","date_created":"2023-03-15T15:59:16Z","publication_status":"published","status":"public","publication":"Polymers","intvolume":"        15","_id":"2602","citation":{"short":"N. Panneke, A. Ehrmann, Polymers 15 (2023).","alphadin":"<span style=\"font-variant:small-caps;\">Panneke, Niklas</span> ; <span style=\"font-variant:small-caps;\">Ehrmann, Andrea</span>: Stab-Resistant Polymers—Recent Developments in Materials and Structures. In: <i>Polymers</i> Bd. 15, MDPI AG (2023), Nr. 4","ieee":"N. Panneke and A. Ehrmann, “Stab-Resistant Polymers—Recent Developments in Materials and Structures,” <i>Polymers</i>, vol. 15, no. 4, 2023.","mla":"Panneke, Niklas, and Andrea Ehrmann. “Stab-Resistant Polymers—Recent Developments in Materials and Structures.” <i>Polymers</i>, vol. 15, no. 4, 983, MDPI AG, 2023, doi:<a href=\"https://doi.org/10.3390/polym15040983\">10.3390/polym15040983</a>.","bibtex":"@article{Panneke_Ehrmann_2023, title={Stab-Resistant Polymers—Recent Developments in Materials and Structures}, volume={15}, DOI={<a href=\"https://doi.org/10.3390/polym15040983\">10.3390/polym15040983</a>}, number={4983}, journal={Polymers}, publisher={MDPI AG}, author={Panneke, Niklas and Ehrmann, Andrea}, year={2023} }","ama":"Panneke N, Ehrmann A. Stab-Resistant Polymers—Recent Developments in Materials and Structures. <i>Polymers</i>. 2023;15(4). doi:<a href=\"https://doi.org/10.3390/polym15040983\">10.3390/polym15040983</a>","chicago":"Panneke, Niklas, and Andrea Ehrmann. “Stab-Resistant Polymers—Recent Developments in Materials and Structures.” <i>Polymers</i> 15, no. 4 (2023). <a href=\"https://doi.org/10.3390/polym15040983\">https://doi.org/10.3390/polym15040983</a>.","apa":"Panneke, N., &#38; Ehrmann, A. (2023). Stab-Resistant Polymers—Recent Developments in Materials and Structures. <i>Polymers</i>, <i>15</i>(4). <a href=\"https://doi.org/10.3390/polym15040983\">https://doi.org/10.3390/polym15040983</a>"},"main_file_link":[{"open_access":"1"}]},{"date_updated":"2026-06-25T11:42:46Z","publication":"Journal of Intelligent Manufacturing","status":"public","publication_status":"published","date_created":"2023-01-10T13:08:37Z","user_id":"245729","language":[{"iso":"eng"}],"publication_identifier":{"issn":["0956-5515"],"eissn":["1572-8145"]},"main_file_link":[{"open_access":"1","url":"https://link.springer.com/article/10.1007/s10845-022-02069-x"}],"_id":"2295","citation":{"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} }","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>","short":"F. Grumbach, A. Müller, P. Reusch, S. Trojahn, Journal of Intelligent Manufacturing (2022).","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)","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>.","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>","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>."},"author":[{"id":"243801","first_name":"Felix","orcid":"0000-0001-6348-7897","last_name":"Grumbach","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0001-6348-7897/work/218753400","full_name":"Grumbach, Felix"},{"full_name":"Müller, Anna","last_name":"Müller","first_name":"Anna"},{"last_name":"Reusch","first_name":"Pascal","full_name":"Reusch, Pascal"},{"full_name":"Trojahn, Sebastian","last_name":"Trojahn","first_name":"Sebastian"}],"jel":["C6"],"year":"2022","article_type":"original","doi":"10.1007/s10845-022-02069-x","type":"journal_article","publisher":"Springer Science and Business Media LLC","tmp":{"image":"/images/cc_by.png","short":"CC BY (4.0)","name":"Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)","legal_code_url":"https://creativecommons.org/licenses/by/4.0/legalcode"},"oa":"1","quality_controlled":"1","title":"Robust-stable scheduling in dynamic flow shops based on deep reinforcement learning","keyword":["Dynamic flow shop","Predictive scheduling","Proactive scheduling","Robust scheduling","Reinforcement learning","Simheuristics"]}]