11 Publikationen
2024 | Dissertation | FH-PUB-ID: 4392 | 
Grumbach, Felix: Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation]. Bernburg : Universitäts- und Landesbibliothek Sachsen-Anhalt, 2024
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2024 | Konferenzbeitrag | FH-PUB-ID: 5467
Müller, Arthur ; Grumbach, Felix ; Sabatelli, Matthia: Smaller Batches, Bigger Gains? Investigating the Impact of Batch Sizes on Reinforcement Learning Based Real-World Production Scheduling. In: IEEE (Hrsg.): 2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA) : IEEE, 2024, S. 01–08
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2024 | Artikel | FH-PUB-ID: 5470 |
Fischer, Daniel ; Hüsener, Hannah M. ; Grumbach, Felix ; Vollenkemper, Lukas ; Müller, Arthur ; Reusch, Pascal: Demystifying Reinforcement Learning in Production Scheduling via Explainable AI. In: arXiv, Cornell University (2024)
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2024 | Artikel | FH-PUB-ID: 5472 |
Döring, Lina ; Grumbach, Felix ; Reusch, Pascal: Optimizing Sales Forecasts through Automated Integration of Market Indicators. In: arXiv, Cornell University (2024)
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2024 | Konferenzbeitrag | FH-PUB-ID: 4567
Grumbach, Felix ; Müller, Arthur ; Vollenkemper, Lukas: Robust Human-Centered Assembly Line Scheduling with Reinforcement Learning. In: Freitag, M. ; Kinra, A. ; Kotzab, H. ; Megow, N. (Hrsg.): Dynamics in Logistics. Proceedings of the 9th International Conference LDIC 2024, Bremen, Germany, Lecture Notes in Logistics. Cham : Springer Nature Switzerland, 2024, S. 223–234
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2024 | Artikel | FH-PUB-ID: 4283 |
Müller, Arthur ; Grumbach, Felix ; Kattenstroth, Fiona: Reinforcement Learning for Two-Stage Permutation Flow Shop Scheduling—A Real-World Application in Household Appliance Production. In: IEEE Access Bd. 12, Institute of Electrical and Electronics Engineers (IEEE) (2024), S. 11388–11399
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2023 | Konferenzbeitrag | FH-PUB-ID: 4394 |
Müller, Anna ; Grumbach, Felix: Predicting processing times in high mix low volume job shops. In: Glistau, E. ; Trojahn, S. (Hrsg.): 16th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management : Otto von Guericke University Library, Magdeburg, Germany, 2023
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2023 | Artikel | FH-PUB-ID: 3766 |
Grumbach, Felix ; Badr, Nour Eldin Alaa ; Reusch, Pascal ; Trojahn, Sebastian: A Memetic Algorithm With Reinforcement Learning for Sociotechnical Production Scheduling. In: IEEE Access Bd. 11, Institute of Electrical and Electronics Engineers (IEEE) (2023), S. 68760–68775
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2023 | Artikel | FH-PUB-ID: 2849 |
Vollenkemper, Lukas ; Grumbach, Felix ; Kohlhase, Martin ; Reusch, Pascal: Humanzentrierte Ablaufplanung von Montagelinien/Human-centered scheduling in assembly lines - Plug and play: Efficient algorithms minimize stress in flow shops. In: wt Werkstattstechnik online Bd. 113, VDI Fachmedien GmbH and Co. KG (2023), Nr. 04, S. 158–163
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2023 | Artikel | FH-PUB-ID: 2848 |
Grumbach, Felix ; Müller, Anna ; Reusch, Pascal ; Trojahn, Sebastian: Robustness Prediction in Dynamic Production Processes—A New Surrogate Measure Based on Regression Machine Learning. In: Processes Bd. 11, MDPI AG (2023), Nr. 4
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2022 | Artikel | FH-PUB-ID: 2295 |
Grumbach, Felix ; Müller, Anna ; Reusch, Pascal ; Trojahn, Sebastian: Robust-stable scheduling in dynamic flow shops based on deep reinforcement learning. In: Journal of Intelligent Manufacturing, Springer Science and Business Media LLC (2022)
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11 Publikationen
2024 | Dissertation | FH-PUB-ID: 4392 |
Grumbach, Felix: Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation]. Bernburg : Universitäts- und Landesbibliothek Sachsen-Anhalt, 2024
HSBI-PUB
| Dateien verfügbar
| DOI
| Download (ext.)
2024 | Konferenzbeitrag | FH-PUB-ID: 5467
Müller, Arthur ; Grumbach, Felix ; Sabatelli, Matthia: Smaller Batches, Bigger Gains? Investigating the Impact of Batch Sizes on Reinforcement Learning Based Real-World Production Scheduling. In: IEEE (Hrsg.): 2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA) : IEEE, 2024, S. 01–08
HSBI-PUB
| DOI
2024 | Artikel | FH-PUB-ID: 5470 |
Fischer, Daniel ; Hüsener, Hannah M. ; Grumbach, Felix ; Vollenkemper, Lukas ; Müller, Arthur ; Reusch, Pascal: Demystifying Reinforcement Learning in Production Scheduling via Explainable AI. In: arXiv, Cornell University (2024)
HSBI-PUB
| DOI
| Download (ext.)
2024 | Artikel | FH-PUB-ID: 5472 |
Döring, Lina ; Grumbach, Felix ; Reusch, Pascal: Optimizing Sales Forecasts through Automated Integration of Market Indicators. In: arXiv, Cornell University (2024)
HSBI-PUB
| DOI
| Download (ext.)
2024 | Konferenzbeitrag | FH-PUB-ID: 4567
Grumbach, Felix ; Müller, Arthur ; Vollenkemper, Lukas: Robust Human-Centered Assembly Line Scheduling with Reinforcement Learning. In: Freitag, M. ; Kinra, A. ; Kotzab, H. ; Megow, N. (Hrsg.): Dynamics in Logistics. Proceedings of the 9th International Conference LDIC 2024, Bremen, Germany, Lecture Notes in Logistics. Cham : Springer Nature Switzerland, 2024, S. 223–234
HSBI-PUB
| DOI
2024 | Artikel | FH-PUB-ID: 4283 |
Müller, Arthur ; Grumbach, Felix ; Kattenstroth, Fiona: Reinforcement Learning for Two-Stage Permutation Flow Shop Scheduling—A Real-World Application in Household Appliance Production. In: IEEE Access Bd. 12, Institute of Electrical and Electronics Engineers (IEEE) (2024), S. 11388–11399
HSBI-PUB
| Dateien verfügbar
| DOI
| Download (ext.)
2023 | Konferenzbeitrag | FH-PUB-ID: 4394 |
Müller, Anna ; Grumbach, Felix: Predicting processing times in high mix low volume job shops. In: Glistau, E. ; Trojahn, S. (Hrsg.): 16th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management : Otto von Guericke University Library, Magdeburg, Germany, 2023
HSBI-PUB
| DOI
| Download (ext.)
2023 | Artikel | FH-PUB-ID: 3766 |
Grumbach, Felix ; Badr, Nour Eldin Alaa ; Reusch, Pascal ; Trojahn, Sebastian: A Memetic Algorithm With Reinforcement Learning for Sociotechnical Production Scheduling. In: IEEE Access Bd. 11, Institute of Electrical and Electronics Engineers (IEEE) (2023), S. 68760–68775
HSBI-PUB
| Dateien verfügbar
| DOI
| Download (ext.)
2023 | Artikel | FH-PUB-ID: 2849 |
Vollenkemper, Lukas ; Grumbach, Felix ; Kohlhase, Martin ; Reusch, Pascal: Humanzentrierte Ablaufplanung von Montagelinien/Human-centered scheduling in assembly lines - Plug and play: Efficient algorithms minimize stress in flow shops. In: wt Werkstattstechnik online Bd. 113, VDI Fachmedien GmbH and Co. KG (2023), Nr. 04, S. 158–163
HSBI-PUB
| DOI
| Download (ext.)
2023 | Artikel | FH-PUB-ID: 2848 |
Grumbach, Felix ; Müller, Anna ; Reusch, Pascal ; Trojahn, Sebastian: Robustness Prediction in Dynamic Production Processes—A New Surrogate Measure Based on Regression Machine Learning. In: Processes Bd. 11, MDPI AG (2023), Nr. 4
HSBI-PUB
| DOI
| Download (ext.)
2022 | Artikel | FH-PUB-ID: 2295 |
Grumbach, Felix ; Müller, Anna ; Reusch, Pascal ; Trojahn, Sebastian: Robust-stable scheduling in dynamic flow shops based on deep reinforcement learning. In: Journal of Intelligent Manufacturing, Springer Science and Business Media LLC (2022)
HSBI-PUB
| DOI
| Download (ext.)