11 Publikationen
2024 | Dissertation | FH-PUB-ID: 4392 | 
@book{Grumbach_2024, place={Bernburg}, title={Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation]}, DOI={10.25673/115290}, publisher={Universitäts- und Landesbibliothek Sachsen-Anhalt}, author={Grumbach, Felix}, year={2024} }
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2024 | Konferenzbeitrag | FH-PUB-ID: 5467
@inproceedings{Müller_Grumbach_Sabatelli_2024, title={Smaller Batches, Bigger Gains? Investigating the Impact of Batch Sizes on Reinforcement Learning Based Real-World Production Scheduling}, DOI={10.1109/ETFA61755.2024.10711145}, booktitle={2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA)}, publisher={IEEE}, author={Müller, Arthur and Grumbach, Felix and Sabatelli, Matthia}, editor={IEEEEditor}, year={2024}, pages={01–08} }
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2024 | Artikel | FH-PUB-ID: 5470 |
@article{Fischer_Hüsener_Grumbach_Vollenkemper_Müller_Reusch_2024, title={Demystifying Reinforcement Learning in Production Scheduling via Explainable AI}, DOI={10.48550/ARXIV.2408.09841}, journal={arXiv}, publisher={Cornell University}, author={Fischer, Daniel and Hüsener, Hannah M. and Grumbach, Felix and Vollenkemper, Lukas and Müller, Arthur and Reusch, Pascal}, year={2024} }
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2024 | Artikel | FH-PUB-ID: 5472 |
@article{Döring_Grumbach_Reusch_2024, title={Optimizing Sales Forecasts through Automated Integration of Market Indicators}, DOI={10.48550/ARXIV.2406.07564}, journal={arXiv}, publisher={Cornell University}, author={Döring, Lina and Grumbach, Felix and Reusch, Pascal}, year={2024} }
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2024 | Konferenzbeitrag | FH-PUB-ID: 4567
@inproceedings{Grumbach_Müller_Vollenkemper_2024, place={Cham}, series={Lecture Notes in Logistics}, title={Robust Human-Centered Assembly Line Scheduling with Reinforcement Learning}, DOI={10.1007/978-3-031-56826-8_17}, 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} }
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2024 | Artikel | FH-PUB-ID: 4283 |
@article{Müller_Grumbach_Kattenstroth_2024, title={Reinforcement Learning for Two-Stage Permutation Flow Shop Scheduling—A Real-World Application in Household Appliance Production}, volume={12}, DOI={10.1109/ACCESS.2024.3355269}, journal={IEEE Access}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Müller, Arthur and Grumbach, Felix and Kattenstroth, Fiona}, year={2024}, pages={11388–11399} }
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2023 | Konferenzbeitrag | FH-PUB-ID: 4394 |
@inproceedings{Müller_Grumbach_2023, title={Predicting processing times in high mix low volume job shops}, DOI={10.25673/103491}, booktitle={16th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management}, publisher={Otto von Guericke University Library, Magdeburg, Germany}, author={Müller, Anna and Grumbach, Felix}, editor={Glistau, Elke and Trojahn, SebastianEditors}, year={2023} }
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2023 | Artikel | FH-PUB-ID: 3766 |
@article{Grumbach_Badr_Reusch_Trojahn_2023, title={A Memetic Algorithm With Reinforcement Learning for Sociotechnical Production Scheduling}, volume={11}, DOI={10.1109/ACCESS.2023.3292548}, journal={IEEE Access}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Grumbach, Felix and Badr, Nour Eldin Alaa and Reusch, Pascal and Trojahn, Sebastian}, year={2023}, pages={68760–68775} }
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2023 | Artikel | FH-PUB-ID: 2849 |
@article{Vollenkemper_Grumbach_Kohlhase_Reusch_2023, title={Humanzentrierte Ablaufplanung von Montagelinien/Human-centered scheduling in assembly lines - Plug and play: Efficient algorithms minimize stress in flow shops}, volume={113}, DOI={10.37544/1436-4980-2023-04-58}, number={04}, journal={wt Werkstattstechnik online}, publisher={VDI Fachmedien GmbH and Co. KG}, author={Vollenkemper, Lukas and Grumbach, Felix and Kohlhase, Martin and Reusch, Pascal}, year={2023}, pages={158–163} }
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2023 | Artikel | FH-PUB-ID: 2848 |
@article{Grumbach_Müller_Reusch_Trojahn_2023, title={Robustness Prediction in Dynamic Production Processes—A New Surrogate Measure Based on Regression Machine Learning}, volume={11}, DOI={10.3390/pr11041267}, number={41267}, journal={Processes}, publisher={MDPI AG}, author={Grumbach, Felix and Müller, Anna and Reusch, Pascal and Trojahn, Sebastian}, year={2023} }
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2022 | Artikel | FH-PUB-ID: 2295 |
@article{Grumbach_Müller_Reusch_Trojahn_2022, title={Robust-stable scheduling in dynamic flow shops based on deep reinforcement learning}, DOI={10.1007/s10845-022-02069-x}, 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} }
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11 Publikationen
2024 | Dissertation | FH-PUB-ID: 4392 |
@book{Grumbach_2024, place={Bernburg}, title={Feldsynchrone Ablaufplanung dynamischer Fertigungsprozesse mit Techniken des maschinellen Lernens [kumulative Dissertation]}, DOI={10.25673/115290}, publisher={Universitäts- und Landesbibliothek Sachsen-Anhalt}, author={Grumbach, Felix}, year={2024} }
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2024 | Konferenzbeitrag | FH-PUB-ID: 5467
@inproceedings{Müller_Grumbach_Sabatelli_2024, title={Smaller Batches, Bigger Gains? Investigating the Impact of Batch Sizes on Reinforcement Learning Based Real-World Production Scheduling}, DOI={10.1109/ETFA61755.2024.10711145}, booktitle={2024 IEEE 29th International Conference on Emerging Technologies and Factory Automation (ETFA)}, publisher={IEEE}, author={Müller, Arthur and Grumbach, Felix and Sabatelli, Matthia}, editor={IEEEEditor}, year={2024}, pages={01–08} }
HSBI-PUB
| DOI
2024 | Artikel | FH-PUB-ID: 5470 |
@article{Fischer_Hüsener_Grumbach_Vollenkemper_Müller_Reusch_2024, title={Demystifying Reinforcement Learning in Production Scheduling via Explainable AI}, DOI={10.48550/ARXIV.2408.09841}, journal={arXiv}, publisher={Cornell University}, author={Fischer, Daniel and Hüsener, Hannah M. and Grumbach, Felix and Vollenkemper, Lukas and Müller, Arthur and Reusch, Pascal}, year={2024} }
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2024 | Artikel | FH-PUB-ID: 5472 |
@article{Döring_Grumbach_Reusch_2024, title={Optimizing Sales Forecasts through Automated Integration of Market Indicators}, DOI={10.48550/ARXIV.2406.07564}, journal={arXiv}, publisher={Cornell University}, author={Döring, Lina and Grumbach, Felix and Reusch, Pascal}, year={2024} }
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2024 | Konferenzbeitrag | FH-PUB-ID: 4567
@inproceedings{Grumbach_Müller_Vollenkemper_2024, place={Cham}, series={Lecture Notes in Logistics}, title={Robust Human-Centered Assembly Line Scheduling with Reinforcement Learning}, DOI={10.1007/978-3-031-56826-8_17}, 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} }
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| DOI
2024 | Artikel | FH-PUB-ID: 4283 |
@article{Müller_Grumbach_Kattenstroth_2024, title={Reinforcement Learning for Two-Stage Permutation Flow Shop Scheduling—A Real-World Application in Household Appliance Production}, volume={12}, DOI={10.1109/ACCESS.2024.3355269}, journal={IEEE Access}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Müller, Arthur and Grumbach, Felix and Kattenstroth, Fiona}, year={2024}, pages={11388–11399} }
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2023 | Konferenzbeitrag | FH-PUB-ID: 4394 |
@inproceedings{Müller_Grumbach_2023, title={Predicting processing times in high mix low volume job shops}, DOI={10.25673/103491}, booktitle={16th International Doctoral Students Workshop on Logistics, Supply Chain and Production Management}, publisher={Otto von Guericke University Library, Magdeburg, Germany}, author={Müller, Anna and Grumbach, Felix}, editor={Glistau, Elke and Trojahn, SebastianEditors}, year={2023} }
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2023 | Artikel | FH-PUB-ID: 3766 |
@article{Grumbach_Badr_Reusch_Trojahn_2023, title={A Memetic Algorithm With Reinforcement Learning for Sociotechnical Production Scheduling}, volume={11}, DOI={10.1109/ACCESS.2023.3292548}, journal={IEEE Access}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Grumbach, Felix and Badr, Nour Eldin Alaa and Reusch, Pascal and Trojahn, Sebastian}, year={2023}, pages={68760–68775} }
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2023 | Artikel | FH-PUB-ID: 2849 |
@article{Vollenkemper_Grumbach_Kohlhase_Reusch_2023, title={Humanzentrierte Ablaufplanung von Montagelinien/Human-centered scheduling in assembly lines - Plug and play: Efficient algorithms minimize stress in flow shops}, volume={113}, DOI={10.37544/1436-4980-2023-04-58}, number={04}, journal={wt Werkstattstechnik online}, publisher={VDI Fachmedien GmbH and Co. KG}, author={Vollenkemper, Lukas and Grumbach, Felix and Kohlhase, Martin and Reusch, Pascal}, year={2023}, pages={158–163} }
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2023 | Artikel | FH-PUB-ID: 2848 |
@article{Grumbach_Müller_Reusch_Trojahn_2023, title={Robustness Prediction in Dynamic Production Processes—A New Surrogate Measure Based on Regression Machine Learning}, volume={11}, DOI={10.3390/pr11041267}, number={41267}, journal={Processes}, publisher={MDPI AG}, author={Grumbach, Felix and Müller, Anna and Reusch, Pascal and Trojahn, Sebastian}, year={2023} }
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2022 | Artikel | FH-PUB-ID: 2295 |
@article{Grumbach_Müller_Reusch_Trojahn_2022, title={Robust-stable scheduling in dynamic flow shops based on deep reinforcement learning}, DOI={10.1007/s10845-022-02069-x}, 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} }
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