[{"user_id":"43992","keyword":["neural networks","physics-guided","data-driven","multi-objective optimization","system identification","machine learning","dynamical systems"],"title":"Multi-Objective Physics-Guided Recurrent Neural Networks for Identifying Non-Autonomous Dynamical Systems","abstract":[{"lang":"eng","text":"While trade-offs between modeling effort and model accuracy remain a major concern with system identification, resorting to data-driven methods often leads to a complete disregard for physical plausibility. To address this issue, we propose a physics-guided hybrid approach for modeling non-autonomous systems under control. Starting from a traditional physics-based model, this is extended by a recurrent neural network and trained using a sophisticated multi-objective strategy yielding physically plausible models. While purely data-driven methods fail to produce satisfying results, experiments conducted on real data reveal substantial accuracy improvements by our approach compared to a physics-based model. "}],"doi":"https://doi.org/10.1016/j.ifacol.2022.07.282","volume":55,"page":"19-24","issue":"12","quality_controlled":"1","publication":"14th IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022)","type":"conference","citation":{"bibtex":"@inproceedings{Schön_Götte_Timmermann_2022, title={Multi-Objective Physics-Guided Recurrent Neural Networks for Identifying Non-Autonomous Dynamical Systems}, volume={55}, DOI={<a href=\"https://doi.org/10.1016/j.ifacol.2022.07.282\">https://doi.org/10.1016/j.ifacol.2022.07.282</a>}, number={12}, booktitle={14th IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022)}, author={Schön, Oliver and Götte, Ricarda-Samantha and Timmermann, Julia}, year={2022}, pages={19–24} }","mla":"Schön, Oliver, et al. “Multi-Objective Physics-Guided Recurrent Neural Networks for Identifying Non-Autonomous Dynamical Systems.” <i>14th IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022)</i>, vol. 55, no. 12, 2022, pp. 19–24, doi:<a href=\"https://doi.org/10.1016/j.ifacol.2022.07.282\">https://doi.org/10.1016/j.ifacol.2022.07.282</a>.","short":"O. Schön, R.-S. Götte, J. Timmermann, in: 14th IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022), 2022, pp. 19–24.","apa":"Schön, O., Götte, R.-S., &#38; Timmermann, J. (2022). Multi-Objective Physics-Guided Recurrent Neural Networks for Identifying Non-Autonomous Dynamical Systems. <i>14th IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022)</i>, <i>55</i>(12), 19–24. <a href=\"https://doi.org/10.1016/j.ifacol.2022.07.282\">https://doi.org/10.1016/j.ifacol.2022.07.282</a>","ama":"Schön O, Götte R-S, Timmermann J. Multi-Objective Physics-Guided Recurrent Neural Networks for Identifying Non-Autonomous Dynamical Systems. In: <i>14th IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022)</i>. Vol 55. ; 2022:19-24. doi:<a href=\"https://doi.org/10.1016/j.ifacol.2022.07.282\">https://doi.org/10.1016/j.ifacol.2022.07.282</a>","ieee":"O. Schön, R.-S. Götte, and J. Timmermann, “Multi-Objective Physics-Guided Recurrent Neural Networks for Identifying Non-Autonomous Dynamical Systems,” in <i>14th IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022)</i>, Casablanca, Morocco, 2022, vol. 55, no. 12, pp. 19–24, doi: <a href=\"https://doi.org/10.1016/j.ifacol.2022.07.282\">https://doi.org/10.1016/j.ifacol.2022.07.282</a>.","chicago":"Schön, Oliver, Ricarda-Samantha Götte, and Julia Timmermann. “Multi-Objective Physics-Guided Recurrent Neural Networks for Identifying Non-Autonomous Dynamical Systems.” In <i>14th IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022)</i>, 55:19–24, 2022. <a href=\"https://doi.org/10.1016/j.ifacol.2022.07.282\">https://doi.org/10.1016/j.ifacol.2022.07.282</a>."},"department":[{"_id":"153"},{"_id":"880"}],"author":[{"full_name":"Schön, Oliver","first_name":"Oliver","last_name":"Schön"},{"id":"43992","last_name":"Götte","first_name":"Ricarda-Samantha","full_name":"Götte, Ricarda-Samantha"},{"first_name":"Julia","full_name":"Timmermann, Julia","last_name":"Timmermann","id":"15402"}],"conference":{"end_date":"2022-07-01","name":"14th IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022)","location":"Casablanca, Morocco","start_date":"2022-06-29"},"intvolume":"        55","_id":"31066","date_updated":"2024-11-13T08:43:16Z","date_created":"2022-05-05T06:22:55Z","status":"public","year":"2022","language":[{"iso":"eng"}]},{"abstract":[{"text":"Ultrasonic wire bonding is a solid-state joining process used to form electrical interconnections in micro and\r\npower electronics and batteries. A high frequency oscillation causes a metallurgical bond deformation in\r\nthe contact area. Due to the numerous physical influencing factors, it is very difficult to accurately capture\r\nthis process in a model. Therefore, our goal is to determine a suitable feed-forward control strategy for the\r\nbonding process even without detailed model knowledge. We propose the use of batch constrained Bayesian\r\noptimization for the control design. Hence, Bayesian optimization is precisely adapted to the application of\r\nbonding: the constraint is used to check one quality feature of the process and the use of batches leads to\r\nmore efficient experiments. Our approach is suitable to determine a feed-forward control for the bonding\r\nprocess that provides very high quality bonds without using a physical model. We also show that the quality\r\nof the Bayesian optimization based control outperforms random search as well as manual search by a user.\r\nUsing a simple prior knowledge model derived from data further improves the quality of the connection.\r\nThe Bayesian optimization approach offers the possibility to perform a sensitivity analysis of the control\r\nparameters, which allows to evaluate the influence of each control parameter on the bond quality. In summary,\r\nBayesian optimization applied to the bonding process provides an excellent opportunity to develop a feedforward\r\ncontrol without full modeling of the underlying physical processes.","lang":"eng"}],"conference":{"end_date":"2022-02-05","location":"Online","start_date":"2022-02-03","name":"11th International Conference on Pattern Recognition Applications and Methods"},"title":"Batch Constrained Bayesian Optimization for UltrasonicWire Bonding Feed-forward Control Design","author":[{"id":"29222","last_name":"Hesse","first_name":"Michael","full_name":"Hesse, Michael"},{"first_name":"Matthias","full_name":"Hunstig, Matthias","last_name":"Hunstig"},{"last_name":"Timmermann","id":"15402","full_name":"Timmermann, Julia","first_name":"Julia"},{"first_name":"Ansgar","full_name":"Trächtler, Ansgar","last_name":"Trächtler","id":"552"}],"department":[{"_id":"153"},{"_id":"880"}],"citation":{"short":"M. Hesse, M. Hunstig, J. Timmermann, A. Trächtler, in: Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods (ICPRAM), 2022, pp. 383–394.","mla":"Hesse, Michael, et al. “Batch Constrained Bayesian Optimization for UltrasonicWire Bonding Feed-Forward Control Design.” <i>Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods (ICPRAM)</i>, 2022, pp. 383–94.","bibtex":"@inproceedings{Hesse_Hunstig_Timmermann_Trächtler_2022, title={Batch Constrained Bayesian Optimization for UltrasonicWire Bonding Feed-forward Control Design}, booktitle={Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods (ICPRAM)}, author={Hesse, Michael and Hunstig, Matthias and Timmermann, Julia and Trächtler, Ansgar}, year={2022}, pages={383–394} }","chicago":"Hesse, Michael, Matthias Hunstig, Julia Timmermann, and Ansgar Trächtler. “Batch Constrained Bayesian Optimization for UltrasonicWire Bonding Feed-Forward Control Design.” In <i>Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods (ICPRAM)</i>, 383–94, 2022.","ieee":"M. Hesse, M. Hunstig, J. Timmermann, and A. Trächtler, “Batch Constrained Bayesian Optimization for UltrasonicWire Bonding Feed-forward Control Design,” in <i>Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods (ICPRAM)</i>, Online, 2022, pp. 383–394.","ama":"Hesse M, Hunstig M, Timmermann J, Trächtler A. Batch Constrained Bayesian Optimization for UltrasonicWire Bonding Feed-forward Control Design. In: <i>Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods (ICPRAM)</i>. ; 2022:383-394.","apa":"Hesse, M., Hunstig, M., Timmermann, J., &#38; Trächtler, A. (2022). Batch Constrained Bayesian Optimization for UltrasonicWire Bonding Feed-forward Control Design. <i>Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods (ICPRAM)</i>, 383–394."},"user_id":"82875","keyword":["Bayesian optimization","Wire bonding","Feed-forward control","model-free design"],"type":"conference","publication_identifier":{"isbn":["978-989-758-549-4"]},"year":"2022","language":[{"iso":"eng"}],"status":"public","quality_controlled":"1","publication":"Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods (ICPRAM)","date_created":"2022-02-09T12:50:25Z","date_updated":"2024-11-13T08:44:17Z","page":"383-394","_id":"29803"},{"place":"Wiesbaden","author":[{"last_name":"Ristau","id":"114171","full_name":"Ristau, Alexander","first_name":"Alexander"},{"first_name":"Tim","full_name":"Krüger, Tim","last_name":"Krüger"},{"full_name":"Winkler, Michael","first_name":"Michael","last_name":"Winkler"}],"editor":[{"last_name":"Rund","first_name":"Mario","full_name":"Rund, Mario"},{"last_name":"Peters","full_name":"Peters, Friedhelm","first_name":"Friedhelm"}],"department":[{"_id":"723"},{"_id":"724"},{"_id":"935"}],"publication_status":"published","citation":{"short":"A. Ristau, T. Krüger, M. Winkler, in: M. Rund, F. Peters (Eds.), Schlüsselbegriffe der Sozialplanung und ihre Kritik, Springer VS , Wiesbaden, 2022, pp. 129–138.","bibtex":"@inbook{Ristau_Krüger_Winkler_2022, place={Wiesbaden}, title={Netzwerke}, DOI={<a href=\"https://doi.org/10.1007/978-3-658-38399-2\">10.1007/978-3-658-38399-2</a>}, booktitle={Schlüsselbegriffe der Sozialplanung und ihre Kritik}, publisher={Springer VS }, author={Ristau, Alexander and Krüger, Tim and Winkler, Michael}, editor={Rund, Mario and Peters, Friedhelm}, year={2022}, pages={129–138} }","mla":"Ristau, Alexander, et al. “Netzwerke.” <i>Schlüsselbegriffe der Sozialplanung und ihre Kritik</i>, edited by Mario Rund and Friedhelm Peters, Springer VS , 2022, pp. 129–38, doi:<a href=\"https://doi.org/10.1007/978-3-658-38399-2\">10.1007/978-3-658-38399-2</a>.","ieee":"A. Ristau, T. Krüger, and M. Winkler, “Netzwerke,” in <i>Schlüsselbegriffe der Sozialplanung und ihre Kritik</i>, M. Rund and F. Peters, Eds. Wiesbaden: Springer VS , 2022, pp. 129–138.","chicago":"Ristau, Alexander, Tim Krüger, and Michael Winkler. “Netzwerke.” In <i>Schlüsselbegriffe der Sozialplanung und ihre Kritik</i>, edited by Mario Rund and Friedhelm Peters, 129–38. Wiesbaden: Springer VS , 2022. <a href=\"https://doi.org/10.1007/978-3-658-38399-2\">https://doi.org/10.1007/978-3-658-38399-2</a>.","ama":"Ristau A, Krüger T, Winkler M. Netzwerke. In: Rund M, Peters F, eds. <i>Schlüsselbegriffe der Sozialplanung und ihre Kritik</i>. Springer VS ; 2022:129-138. doi:<a href=\"https://doi.org/10.1007/978-3-658-38399-2\">10.1007/978-3-658-38399-2</a>","apa":"Ristau, A., Krüger, T., &#38; Winkler, M. (2022). Netzwerke. In M. Rund &#38; F. Peters (Eds.), <i>Schlüsselbegriffe der Sozialplanung und ihre Kritik</i> (pp. 129–138). Springer VS . <a href=\"https://doi.org/10.1007/978-3-658-38399-2\">https://doi.org/10.1007/978-3-658-38399-2</a>"},"status":"public","year":"2022","publication_identifier":{"isbn":["978-3-658-38398-5","978-3-658-38399-2"]},"language":[{"iso":"ger"}],"publisher":"Springer VS ","date_created":"2024-11-13T08:59:23Z","date_updated":"2024-11-13T08:59:28Z","_id":"57037","abstract":[{"text":"Es wird zur Diskussion gestellt, ob Sozialplanung, aber auch Soziale Arbeit, eine naiv-positive Auffassung vom Begriff „Netzwerk“ haben. Der Begriff ist trügerisch, da er einerseits analytisch-begrifflich nicht trennscharf zu bestimmen ist. Andererseits sind mit dem Bild des Netzwerks normative Aussagen impliziert, die in hohem Maße widersprüchlich sind. Bezieht sich das Bild des Netzwerks nicht auf Sachverhalte und Phänomene, die mit anderen Begrifflichkeiten exakter, weil theoretisch und empirisch verweisungsstärker, zu bestimmen wären?","lang":"ger"}],"doi":"10.1007/978-3-658-38399-2","title":"Netzwerke","user_id":"48187","type":"book_chapter","publication":"Schlüsselbegriffe der Sozialplanung und ihre Kritik","page":"129-138"},{"type":"journal_article","publication":"Sozialmagazin","issue":"8","page":"61-77","abstract":[{"lang":"ger","text":"In diesem Artikel wird in Bezug auf Fragen des Verstehens diskutiert,\r\nob es der Sozialen Arbeit nicht guttäte, sich von anderen\r\nQuellen als den eigenen Theorien inspirieren, vielleicht sogar provozieren\r\nzu lassen. Dazu wird zunächst das Verhältnis zwischen Sozialer\r\nArbeit und Belletristik, der ›schönen Literatur‹, in den Blick\r\ngenommen.\r\n\r\n\r\n"}],"doi":"10.3262/SM2208061","title":"Soziale Arbeit über Belletristik verstehen","user_id":"48187","status":"public","language":[{"iso":"ger"}],"publication_identifier":{"issn":["0340-8469"]},"year":"2022","publisher":"Beltz","date_created":"2024-11-13T08:54:01Z","date_updated":"2024-11-13T08:54:07Z","_id":"57036","author":[{"full_name":"Ristau, Alexander","first_name":"Alexander","last_name":"Ristau","id":"114171"}],"article_type":"original","department":[{"_id":"723"},{"_id":"724"},{"_id":"935"}],"publication_status":"published","citation":{"ieee":"A. Ristau, “Soziale Arbeit über Belletristik verstehen,” <i>Sozialmagazin</i>, no. 8, pp. 61–77, 2022, doi: <a href=\"https://doi.org/10.3262/SM2208061\">10.3262/SM2208061</a>.","short":"A. Ristau, Sozialmagazin (2022) 61–77.","chicago":"Ristau, Alexander. “Soziale Arbeit über Belletristik verstehen.” <i>Sozialmagazin</i>, no. 8 (2022): 61–77. <a href=\"https://doi.org/10.3262/SM2208061\">https://doi.org/10.3262/SM2208061</a>.","ama":"Ristau A. Soziale Arbeit über Belletristik verstehen. <i>Sozialmagazin</i>. 2022;(8):61-77. doi:<a href=\"https://doi.org/10.3262/SM2208061\">10.3262/SM2208061</a>","bibtex":"@article{Ristau_2022, title={Soziale Arbeit über Belletristik verstehen}, DOI={<a href=\"https://doi.org/10.3262/SM2208061\">10.3262/SM2208061</a>}, number={8}, journal={Sozialmagazin}, publisher={Beltz}, author={Ristau, Alexander}, year={2022}, pages={61–77} }","apa":"Ristau, A. (2022). Soziale Arbeit über Belletristik verstehen. <i>Sozialmagazin</i>, <i>8</i>, 61–77. <a href=\"https://doi.org/10.3262/SM2208061\">https://doi.org/10.3262/SM2208061</a>","mla":"Ristau, Alexander. “Soziale Arbeit über Belletristik verstehen.” <i>Sozialmagazin</i>, no. 8, Beltz, 2022, pp. 61–77, doi:<a href=\"https://doi.org/10.3262/SM2208061\">10.3262/SM2208061</a>."}},{"volume":31,"_id":"49461","page":"166-187","date_updated":"2024-11-13T12:56:22Z","publication":"European Journal of Information Systems (VHB Jourqual 3 A)","date_created":"2023-12-04T13:37:43Z","status":"public","type":"journal_article","year":"2022","language":[{"iso":"eng"}],"user_id":"98948","citation":{"bibtex":"@article{Trang_Mandrella_Marrone_Kolbe_2022, title={Co-creating business value through IT-business operational alignment in inter-organisational relationships: Empirical evidence from regional networks}, volume={31}, journal={European Journal of Information Systems (VHB Jourqual 3 A)}, author={Trang, Simon Thanh-Nam and Mandrella, M. and Marrone, M. and Kolbe, L.}, year={2022}, pages={166–187} }","mla":"Trang, Simon Thanh-Nam, et al. “Co-Creating Business Value through IT-Business Operational Alignment in Inter-Organisational Relationships: Empirical Evidence from Regional Networks.” <i>European Journal of Information Systems (VHB Jourqual 3 A)</i>, vol. 31, 2022, pp. 166–87.","short":"S.T.-N. Trang, M. Mandrella, M. Marrone, L. Kolbe, European Journal of Information Systems (VHB Jourqual 3 A) 31 (2022) 166–187.","apa":"Trang, S. T.-N., Mandrella, M., Marrone, M., &#38; Kolbe, L. (2022). Co-creating business value through IT-business operational alignment in inter-organisational relationships: Empirical evidence from regional networks. <i>European Journal of Information Systems (VHB Jourqual 3 A)</i>, <i>31</i>, 166–187.","ama":"Trang ST-N, Mandrella M, Marrone M, Kolbe L. Co-creating business value through IT-business operational alignment in inter-organisational relationships: Empirical evidence from regional networks. <i>European Journal of Information Systems (VHB Jourqual 3 A)</i>. 2022;31:166-187.","ieee":"S. T.-N. Trang, M. Mandrella, M. Marrone, and L. Kolbe, “Co-creating business value through IT-business operational alignment in inter-organisational relationships: Empirical evidence from regional networks,” <i>European Journal of Information Systems (VHB Jourqual 3 A)</i>, vol. 31, pp. 166–187, 2022.","chicago":"Trang, Simon Thanh-Nam, M. Mandrella, M. Marrone, and L. Kolbe. “Co-Creating Business Value through IT-Business Operational Alignment in Inter-Organisational Relationships: Empirical Evidence from Regional Networks.” <i>European Journal of Information Systems (VHB Jourqual 3 A)</i> 31 (2022): 166–87."},"department":[{"_id":"792"}],"author":[{"first_name":"Simon Thanh-Nam","full_name":"Trang, Simon Thanh-Nam","last_name":"Trang","id":"98948","orcid":"0000-0002-4784-4038"},{"first_name":"M.","full_name":"Mandrella, M.","last_name":"Mandrella"},{"last_name":"Marrone","first_name":"M.","full_name":"Marrone, M."},{"last_name":"Kolbe","full_name":"Kolbe, L.","first_name":"L."}],"title":"Co-creating business value through IT-business operational alignment in inter-organisational relationships: Empirical evidence from regional networks","intvolume":"        31"},{"publication_status":"inpress","main_file_link":[{"url":"https://link.springer.com/chapter/10.57088/978-3-7329-9143-3_6","open_access":"1"}],"oa":"1","user_id":"52678","citation":{"short":"J. Tönsing, in: S. Bernhardt, T. Hardtke (Eds.), Interpretationsverfahruen der germanistischen Literaturdidaktik und didaktische Referenzkonzepte, Berlin, n.d.","bibtex":"@inbook{Tönsing, place={Berlin}, title={(K)eine kinderleichte Gattung:  Konsequenzen einer kulturwissenschaftlich informierten Märchendidaktik}, booktitle={Interpretationsverfahruen der germanistischen Literaturdidaktik und didaktische Referenzkonzepte}, author={Tönsing, Johanna}, editor={Bernhardt, Sebastian and Hardtke, Thomas} }","mla":"Tönsing, Johanna. “(K)eine kinderleichte Gattung:  Konsequenzen einer kulturwissenschaftlich informierten Märchendidaktik.” <i>Interpretationsverfahruen der germanistischen Literaturdidaktik und didaktische Referenzkonzepte</i>, edited by Sebastian Bernhardt and Thomas Hardtke.","ieee":"J. Tönsing, “(K)eine kinderleichte Gattung:  Konsequenzen einer kulturwissenschaftlich informierten Märchendidaktik,” in <i>Interpretationsverfahruen der germanistischen Literaturdidaktik und didaktische Referenzkonzepte</i>, S. Bernhardt and T. Hardtke, Eds. Berlin.","chicago":"Tönsing, Johanna. “(K)eine kinderleichte Gattung:  Konsequenzen einer kulturwissenschaftlich informierten Märchendidaktik.” In <i>Interpretationsverfahruen der germanistischen Literaturdidaktik und didaktische Referenzkonzepte</i>, edited by Sebastian Bernhardt and Thomas Hardtke. Berlin, n.d.","apa":"Tönsing, J. (n.d.). (K)eine kinderleichte Gattung:  Konsequenzen einer kulturwissenschaftlich informierten Märchendidaktik. In S. Bernhardt &#38; T. Hardtke (Eds.), <i>Interpretationsverfahruen der germanistischen Literaturdidaktik und didaktische Referenzkonzepte</i>.","ama":"Tönsing J. (K)eine kinderleichte Gattung:  Konsequenzen einer kulturwissenschaftlich informierten Märchendidaktik. In: Bernhardt S, Hardtke T, eds. <i>Interpretationsverfahruen der germanistischen Literaturdidaktik und didaktische Referenzkonzepte</i>."},"department":[{"_id":"464"}],"author":[{"id":"52678","last_name":"Tönsing","first_name":"Johanna","full_name":"Tönsing, Johanna"}],"editor":[{"full_name":"Bernhardt, Sebastian","first_name":"Sebastian","last_name":"Bernhardt"},{"full_name":"Hardtke, Thomas","first_name":"Thomas","last_name":"Hardtke"}],"title":"(K)eine kinderleichte Gattung:  Konsequenzen einer kulturwissenschaftlich informierten Märchendidaktik","place":"Berlin","_id":"32417","date_updated":"2025-01-14T12:31:47Z","date_created":"2022-07-26T07:17:06Z","publication":"Interpretationsverfahruen der germanistischen Literaturdidaktik und didaktische Referenzkonzepte","status":"public","language":[{"iso":"ger"}],"year":"2022","type":"book_chapter"},{"date_updated":"2025-01-16T16:19:35Z","_id":"48780","publication_identifier":{"issn":["0933-1875","1610-1987"]},"year":"2022","language":[{"iso":"eng"}],"status":"public","date_created":"2023-11-10T14:21:06Z","publisher":"Springer Science and Business Media LLC","department":[{"_id":"660"}],"citation":{"ama":"Muschalik M, Fumagalli F, Hammer B, Huellermeier E. Agnostic Explanation of Model Change based on Feature Importance. <i>KI - Künstliche Intelligenz</i>. 2022;36(3-4):211-224. doi:<a href=\"https://doi.org/10.1007/s13218-022-00766-6\">10.1007/s13218-022-00766-6</a>","apa":"Muschalik, M., Fumagalli, F., Hammer, B., &#38; Huellermeier, E. (2022). Agnostic Explanation of Model Change based on Feature Importance. <i>KI - Künstliche Intelligenz</i>, <i>36</i>(3–4), 211–224. <a href=\"https://doi.org/10.1007/s13218-022-00766-6\">https://doi.org/10.1007/s13218-022-00766-6</a>","ieee":"M. Muschalik, F. Fumagalli, B. Hammer, and E. Huellermeier, “Agnostic Explanation of Model Change based on Feature Importance,” <i>KI - Künstliche Intelligenz</i>, vol. 36, no. 3–4, pp. 211–224, 2022, doi: <a href=\"https://doi.org/10.1007/s13218-022-00766-6\">10.1007/s13218-022-00766-6</a>.","chicago":"Muschalik, Maximilian, Fabian Fumagalli, Barbara Hammer, and Eyke Huellermeier. “Agnostic Explanation of Model Change Based on Feature Importance.” <i>KI - Künstliche Intelligenz</i> 36, no. 3–4 (2022): 211–24. <a href=\"https://doi.org/10.1007/s13218-022-00766-6\">https://doi.org/10.1007/s13218-022-00766-6</a>.","bibtex":"@article{Muschalik_Fumagalli_Hammer_Huellermeier_2022, title={Agnostic Explanation of Model Change based on Feature Importance}, volume={36}, DOI={<a href=\"https://doi.org/10.1007/s13218-022-00766-6\">10.1007/s13218-022-00766-6</a>}, number={3–4}, journal={KI - Künstliche Intelligenz}, publisher={Springer Science and Business Media LLC}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2022}, pages={211–224} }","mla":"Muschalik, Maximilian, et al. “Agnostic Explanation of Model Change Based on Feature Importance.” <i>KI - Künstliche Intelligenz</i>, vol. 36, no. 3–4, Springer Science and Business Media LLC, 2022, pp. 211–24, doi:<a href=\"https://doi.org/10.1007/s13218-022-00766-6\">10.1007/s13218-022-00766-6</a>.","short":"M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, KI - Künstliche Intelligenz 36 (2022) 211–224."},"publication_status":"published","intvolume":"        36","author":[{"full_name":"Muschalik, Maximilian","first_name":"Maximilian","last_name":"Muschalik"},{"id":"93420","last_name":"Fumagalli","full_name":"Fumagalli, Fabian","first_name":"Fabian"},{"first_name":"Barbara","full_name":"Hammer, Barbara","last_name":"Hammer"},{"first_name":"Eyke","full_name":"Huellermeier, Eyke","last_name":"Huellermeier","id":"48129"}],"issue":"3-4","page":"211-224","volume":36,"type":"journal_article","publication":"KI - Künstliche Intelligenz","user_id":"93420","keyword":["Artificial Intelligence"],"project":[{"name":"TRR 318 - C3: TRR 318 - Subproject C3","_id":"126"},{"name":"TRR 318 - C: TRR 318 - Project Area C","_id":"117"},{"_id":"109","name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren","grant_number":"438445824"}],"doi":"10.1007/s13218-022-00766-6","abstract":[{"lang":"eng","text":"Explainable Artificial Intelligence (XAI) has mainly focused on static learning tasks so far. In this paper, we consider XAI in the context of online learning in dynamic environments, such as learning from real-time data streams, where models are learned incrementally and continuously adapted over the course of time. More specifically, we motivate the problem of explaining model change, i.e. explaining the difference between models before and after adaptation, instead of the models themselves. In this regard, we provide the first efficient model-agnostic approach to dynamically detecting, quantifying, and explaining significant model changes. Our approach is based on an adaptation of the well-known Permutation Feature Importance (PFI) measure. It includes two hyperparameters that control the sensitivity and directly influence explanation frequency, so that a human user can adjust the method to individual requirements and application needs. We assess and validate our method’s efficacy on illustrative synthetic data streams with three popular model classes."}],"title":"Agnostic Explanation of Model Change based on Feature Importance"},{"date_created":"2023-01-17T12:20:13Z","publication":"Mathematical Reviews, MR4090716","language":[{"iso":"eng"}],"type":"review","year":"2022","status":"public","_id":"37082","date_updated":"2025-01-18T14:52:10Z","title":"Serfati, Michael, Leibniz and the Invention of Mathematical Transcendence, Franz Steiner Verlag: Stuttgart 2018 (Studia Leibnitiana Sonderheft; 54). ","author":[{"first_name":"Volker","full_name":"Peckhaus, Volker","last_name":"Peckhaus","id":"391"}],"citation":{"ama":"Peckhaus V. Serfati, Michael, Leibniz and the Invention of Mathematical Transcendence, Franz Steiner Verlag: Stuttgart 2018 (Studia Leibnitiana Sonderheft; 54). . <i>Mathematical Reviews, MR4090716</i>. Published online 2022.","apa":"Peckhaus, V. (2022). 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In <i>Arbitrium 40 </i> (pp. 60–63). <a href=\"https://doi.org/DOI: 10.1515/arb-2022-0022\">https://doi.org/DOI: 10.1515/arb-2022-0022</a>","chicago":"Elit, Stefan. “[Rezension zu:] Friedrich Gottlieb Klopstock: Handexemplar der „Oden“. Kritische Edition, hg. v. Marit Müller, Göttingen 2020 (edition Text 18).” <i>Arbitrium 40 </i>, 2022. <a href=\"https://doi.org/DOI: 10.1515/arb-2022-0022\">https://doi.org/DOI: 10.1515/arb-2022-0022</a>.","ieee":"S. Elit, “[Rezension zu:] Friedrich Gottlieb Klopstock: Handexemplar der „Oden“. Kritische Edition, hg. v. Marit Müller, Göttingen 2020 (edition Text 18),” <i>Arbitrium 40 </i>. pp. 60–63, 2022, doi: <a href=\"https://doi.org/DOI: 10.1515/arb-2022-0022\">DOI: 10.1515/arb-2022-0022</a>.","mla":"Elit, Stefan. “[Rezension zu:] Friedrich Gottlieb Klopstock: Handexemplar der „Oden“. Kritische Edition, hg. v. 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In: Hofhues S, Schütze K, eds. <i>Doing Research: Wissenschaftspraktiken zwischen Positionierung und Suchanfrage</i>. transcript; 2022:25-58.","chicago":"Scharlau, Ingrid, and Tobias Jenert. “*.” In <i>Doing Research: Wissenschaftspraktiken zwischen Positionierung und Suchanfrage</i>, edited by Sandra Hofhues and Konstanze Schütze, 25–58. Bielefeld: transcript, 2022.","ieee":"I. Scharlau and T. Jenert, “*,” in <i>Doing Research: Wissenschaftspraktiken zwischen Positionierung und Suchanfrage</i>, S. Hofhues and K. Schütze, Eds. Bielefeld: transcript, 2022, pp. 25–58.","mla":"Scharlau, Ingrid, and Tobias Jenert. “*.” <i>Doing Research: Wissenschaftspraktiken zwischen Positionierung und Suchanfrage</i>, edited by Sandra Hofhues and Konstanze Schütze, transcript, 2022, pp. 25–58.","bibtex":"@inbook{Scharlau_Jenert_2022, place={Bielefeld}, title={*}, booktitle={Doing Research: Wissenschaftspraktiken zwischen Positionierung und Suchanfrage}, publisher={transcript}, author={Scharlau, Ingrid and Jenert, Tobias}, editor={Hofhues, Sandra and Schütze, Konstanze}, year={2022}, pages={25–58} }","short":"I. Scharlau, T. Jenert, in: S. Hofhues, K. Schütze (Eds.), Doing Research: Wissenschaftspraktiken zwischen Positionierung und Suchanfrage, transcript, Bielefeld, 2022, pp. 25–58."},"user_id":"451","publication_status":"published","department":[{"_id":"424"}],"publication":"Doing Research: Wissenschaftspraktiken zwischen Positionierung und Suchanfrage","date_created":"2022-06-07T10:22:58Z","publisher":"transcript","publication_identifier":{"isbn":["978-3-8376-5632-9"]},"year":"2022","type":"book_chapter","language":[{"iso":"ger"}],"status":"public","_id":"31783","page":"25-58","date_updated":"2025-01-27T20:45:55Z"},{"_id":"30510","volume":285,"article_number":"115238","date_updated":"2025-01-30T12:36:29Z","publication":"Composite Structures","quality_controlled":"1","date_created":"2022-03-25T07:27:22Z","publisher":"Elsevier BV","year":"2022","type":"journal_article","publication_identifier":{"issn":["0263-8223"]},"language":[{"iso":"eng"}],"status":"public","citation":{"ieee":"A. Delp <i>et al.</i>, “Influence of laser-generated surface micro-structuring on the intrinsically bonded hybrid system CFRP-EN AW 6082-T6 on its corrosion properties,” <i>Composite Structures</i>, vol. 285, Art. no. 115238, 2022, doi: <a href=\"https://doi.org/10.1016/j.compstruct.2022.115238\">10.1016/j.compstruct.2022.115238</a>.","chicago":"Delp, Alexander, Jonathan Freund, Shuang Wu, Ronja Scholz, Miriam Löbbecke, Jan Haubrich, Thomas Tröster, and Frank Walther. “Influence of Laser-Generated Surface Micro-Structuring on the Intrinsically Bonded Hybrid System CFRP-EN AW 6082-T6 on Its Corrosion Properties.” <i>Composite Structures</i> 285 (2022). <a href=\"https://doi.org/10.1016/j.compstruct.2022.115238\">https://doi.org/10.1016/j.compstruct.2022.115238</a>.","ama":"Delp A, Freund J, Wu S, et al. Influence of laser-generated surface micro-structuring on the intrinsically bonded hybrid system CFRP-EN AW 6082-T6 on its corrosion properties. <i>Composite Structures</i>. 2022;285. doi:<a href=\"https://doi.org/10.1016/j.compstruct.2022.115238\">10.1016/j.compstruct.2022.115238</a>","apa":"Delp, A., Freund, J., Wu, S., Scholz, R., Löbbecke, M., Haubrich, J., Tröster, T., &#38; Walther, F. (2022). Influence of laser-generated surface micro-structuring on the intrinsically bonded hybrid system CFRP-EN AW 6082-T6 on its corrosion properties. <i>Composite Structures</i>, <i>285</i>, Article 115238. <a href=\"https://doi.org/10.1016/j.compstruct.2022.115238\">https://doi.org/10.1016/j.compstruct.2022.115238</a>","short":"A. Delp, J. Freund, S. Wu, R. Scholz, M. Löbbecke, J. Haubrich, T. Tröster, F. Walther, Composite Structures 285 (2022).","bibtex":"@article{Delp_Freund_Wu_Scholz_Löbbecke_Haubrich_Tröster_Walther_2022, title={Influence of laser-generated surface micro-structuring on the intrinsically bonded hybrid system CFRP-EN AW 6082-T6 on its corrosion properties}, volume={285}, DOI={<a href=\"https://doi.org/10.1016/j.compstruct.2022.115238\">10.1016/j.compstruct.2022.115238</a>}, number={115238}, journal={Composite Structures}, publisher={Elsevier BV}, author={Delp, Alexander and Freund, Jonathan and Wu, Shuang and Scholz, Ronja and Löbbecke, Miriam and Haubrich, Jan and Tröster, Thomas and Walther, Frank}, year={2022} }","mla":"Delp, Alexander, et al. “Influence of Laser-Generated Surface Micro-Structuring on the Intrinsically Bonded Hybrid System CFRP-EN AW 6082-T6 on Its Corrosion Properties.” <i>Composite Structures</i>, vol. 285, 115238, Elsevier BV, 2022, doi:<a href=\"https://doi.org/10.1016/j.compstruct.2022.115238\">10.1016/j.compstruct.2022.115238</a>."},"user_id":"48039","keyword":["Civil and Structural Engineering","Ceramics and Composites"],"publication_status":"published","department":[{"_id":"321"},{"_id":"149"},{"_id":"9"}],"title":"Influence of laser-generated surface micro-structuring on the intrinsically bonded hybrid system CFRP-EN AW 6082-T6 on its corrosion properties","article_type":"original","author":[{"last_name":"Delp","full_name":"Delp, Alexander","first_name":"Alexander"},{"last_name":"Freund","full_name":"Freund, Jonathan","first_name":"Jonathan"},{"orcid":"0000-0001-8645-9952","id":"48039","last_name":"Wu","first_name":"Shuang","full_name":"Wu, Shuang"},{"last_name":"Scholz","full_name":"Scholz, Ronja","first_name":"Ronja"},{"full_name":"Löbbecke, Miriam","first_name":"Miriam","last_name":"Löbbecke"},{"full_name":"Haubrich, Jan","first_name":"Jan","last_name":"Haubrich"},{"full_name":"Tröster, Thomas","first_name":"Thomas","last_name":"Tröster","id":"553"},{"full_name":"Walther, Frank","first_name":"Frank","last_name":"Walther"}],"doi":"10.1016/j.compstruct.2022.115238","intvolume":"       285","abstract":[{"text":"The corrosion behavior of a hybrid material consisting of intrinsically bonded carbon fiber-reinforced epoxy resin with laser-structured EN AW 6082 metal was investigated. Particular attention was paid to the effects of the laser-structuring, surface topography and the contacting. Pristine and hybridized specimens were corroded in aqueous NaCl electrolyte (0.1 mol/l) using a potentiodynamic polarization technique and subsequently analyzed using computed tomography, scanning electron-, light- and laser scanning microscopy. The results show that the corrosive reaction arises mainly from the aluminum component. Surface pretreatment of the aluminum resulted in increasing corrosion rates, but showed no influence on the hybrids corrosion properties. Optical micrographs suggest that the epoxy resin acts as a sealant preventing galvanic corrosion between the aluminum and carbon fibers by hindering the diffusion of the electrolyte into the joints. While corrosion effects were observed locally at the aluminum surface, they were, contrary to expectations, not enhanced on the hybrid interfaces.","lang":"eng"}]},{"title":"Digitale Märchenkiste. Studierende und Lehrer:innen zusammenbringen","file":[{"success":1,"date_updated":"2025-01-31T09:36:41Z","relation":"main_file","date_created":"2025-01-31T09:36:41Z","content_type":"application/pdf","access_level":"closed","file_id":"58453","file_name":"VisualBooks_MoodleKannMehr_Ebook_V1_2.pdf","file_size":11044665,"creator":"swense"}],"has_accepted_license":"1","user_id":"7117","publication":"#MoodleKannMehr - als nur Distanzunterricht","ddc":["830"],"type":"book_chapter","page":"341-344","edition":"1","author":[{"id":"7117","last_name":"Schulte Eickholt","full_name":"Schulte Eickholt, Swen","first_name":"Swen"},{"full_name":"Lewandowski, Anna","first_name":"Anna","last_name":"Lewandowski"}],"editor":[{"last_name":"Kräwinkel","first_name":"Tanja","full_name":"Kräwinkel, Tanja"}],"place":"Darmstadt","citation":{"ieee":"S. Schulte Eickholt and A. Lewandowski, “Digitale Märchenkiste. Studierende und Lehrer:innen zusammenbringen,” in <i>#MoodleKannMehr - als nur Distanzunterricht</i>, 1st ed., T. Kräwinkel, Ed. Darmstadt: Visual Books, 2022, pp. 341–344.","short":"S. Schulte Eickholt, A. Lewandowski, in: T. Kräwinkel (Ed.), #MoodleKannMehr - als nur Distanzunterricht, 1st ed., Visual Books, Darmstadt, 2022, pp. 341–344.","chicago":"Schulte Eickholt, Swen, and Anna Lewandowski. “Digitale Märchenkiste. Studierende und Lehrer:innen zusammenbringen.” In <i>#MoodleKannMehr - als nur Distanzunterricht</i>, edited by Tanja Kräwinkel, 1st ed., 341–44. Darmstadt: Visual Books, 2022.","apa":"Schulte Eickholt, S., &#38; Lewandowski, A. (2022). Digitale Märchenkiste. Studierende und Lehrer:innen zusammenbringen. In T. Kräwinkel (Ed.), <i>#MoodleKannMehr - als nur Distanzunterricht</i> (1st ed., pp. 341–344). Visual Books.","bibtex":"@inbook{Schulte Eickholt_Lewandowski_2022, place={Darmstadt}, edition={1}, title={Digitale Märchenkiste. Studierende und Lehrer:innen zusammenbringen}, booktitle={#MoodleKannMehr - als nur Distanzunterricht}, publisher={Visual Books}, author={Schulte Eickholt, Swen and Lewandowski, Anna}, editor={Kräwinkel, Tanja}, year={2022}, pages={341–344} }","ama":"Schulte Eickholt S, Lewandowski A. Digitale Märchenkiste. Studierende und Lehrer:innen zusammenbringen. In: Kräwinkel T, ed. <i>#MoodleKannMehr - als nur Distanzunterricht</i>. 1st ed. Visual Books; 2022:341-344.","mla":"Schulte Eickholt, Swen, and Anna Lewandowski. “Digitale Märchenkiste. Studierende und Lehrer:innen zusammenbringen.” <i>#MoodleKannMehr - als nur Distanzunterricht</i>, edited by Tanja Kräwinkel, 1st ed., Visual Books, 2022, pp. 341–44."},"publication_status":"published","department":[{"_id":"465"},{"_id":"866"},{"_id":"737"},{"_id":"5"},{"_id":"464"}],"date_created":"2025-01-31T09:37:27Z","publisher":"Visual Books","language":[{"iso":"ger"}],"year":"2022","publication_identifier":{"isbn":["978-3-967840-19-3"]},"status":"public","file_date_updated":"2025-01-31T09:36:41Z","_id":"58452","date_updated":"2025-01-31T09:37:37Z"},{"place":"Bielefeld, Germany","editor":[{"full_name":"Thelen, Gabriele","first_name":"Gabriele","last_name":"Thelen"},{"full_name":"Obendiek, Helena","first_name":"Helena","last_name":"Obendiek"},{"first_name":"Yinchun","full_name":"Bai, Yinchun","last_name":"Bai"}],"author":[{"id":"32850","last_name":"Hambach","first_name":"Dennis","full_name":"Hambach, Dennis"}],"department":[{"_id":"9"},{"_id":"146"},{"_id":"398"}],"citation":{"short":"D. Hambach, in: G. Thelen, H. Obendiek, Y. Bai (Eds.), Handbuch China-Kompetenzen, transcript Verlag, Bielefeld, Germany, 2022, pp. 161–170.","bibtex":"@inbook{Hambach_2022, place={Bielefeld, Germany}, title={»Fachspezifisches Chinesisch« an der Universität Paderborn}, DOI={<a href=\"https://doi.org/10.14361/9783839459751-015\">10.14361/9783839459751-015</a>}, booktitle={Handbuch China-Kompetenzen}, publisher={transcript Verlag}, author={Hambach, Dennis}, editor={Thelen, Gabriele and Obendiek, Helena and Bai, Yinchun}, year={2022}, pages={161–170} }","mla":"Hambach, Dennis. “»Fachspezifisches Chinesisch« an der Universität Paderborn.” <i>Handbuch China-Kompetenzen</i>, edited by Gabriele Thelen et al., transcript Verlag, 2022, pp. 161–70, doi:<a href=\"https://doi.org/10.14361/9783839459751-015\">10.14361/9783839459751-015</a>.","ieee":"D. Hambach, “»Fachspezifisches Chinesisch« an der Universität Paderborn,” in <i>Handbuch China-Kompetenzen</i>, G. Thelen, H. Obendiek, and Y. Bai, Eds. Bielefeld, Germany: transcript Verlag, 2022, pp. 161–170.","chicago":"Hambach, Dennis. “»Fachspezifisches Chinesisch« an der Universität Paderborn.” In <i>Handbuch China-Kompetenzen</i>, edited by Gabriele Thelen, Helena Obendiek, and Yinchun Bai, 161–70. Bielefeld, Germany: transcript Verlag, 2022. <a href=\"https://doi.org/10.14361/9783839459751-015\">https://doi.org/10.14361/9783839459751-015</a>.","apa":"Hambach, D. (2022). »Fachspezifisches Chinesisch« an der Universität Paderborn. In G. Thelen, H. Obendiek, &#38; Y. Bai (Eds.), <i>Handbuch China-Kompetenzen</i> (pp. 161–170). transcript Verlag. <a href=\"https://doi.org/10.14361/9783839459751-015\">https://doi.org/10.14361/9783839459751-015</a>","ama":"Hambach D. »Fachspezifisches Chinesisch« an der Universität Paderborn. In: Thelen G, Obendiek H, Bai Y, eds. <i>Handbuch China-Kompetenzen</i>. transcript Verlag; 2022:161-170. doi:<a href=\"https://doi.org/10.14361/9783839459751-015\">10.14361/9783839459751-015</a>"},"publication_status":"published","language":[{"iso":"ger"}],"publication_identifier":{"issn":["2699-7681","2747-3864"]},"year":"2022","status":"public","date_created":"2022-08-30T09:03:47Z","publisher":"transcript Verlag","date_updated":"2025-02-04T10:33:50Z","_id":"33233","alternative_title":["Aufbau und Umsetzung eines technisch interkulturellen Fachsprachkurses"],"abstract":[{"lang":"ger","text":"Das Programm Maschinenbau in China (mb-cn) ist eine spezielle Ausprägung der Paderborner Masterstudiengänge Maschinenbau, Wirtschafts- und Chemieingenieurwesen. Im Rahmen dieses Programms wird der technisch-interkulturelle Fachsprachkurs »Fachspezifisches Chinesisch« angeboten, der die praktische Anwendung des Sprachenlernens mit studiengangsbezogenen Angeboten kombiniert. Ziel des Kurses ist es, die Studierenden zu befähigen eine Hanyu-Shuiping-Kaoshi-Prüfung (HSK) auf Niveaustufe 2 zu bestehen sowie ihnen vertiefendes Fachvokabular aus den Fachbereichen Mathematik, Informatik, Wirtschaft, Technik und Maschinenbau zu vermitteln. Ausgewählte Beispiele in der fachsprachlichen Anwendung beziehensich auf die Beschreibung eines Gegenstandes wie den Getriebeaufbau und das Wirkprinzip eines Prüfstandes. Der Artikel soll als Evaluation und Rückschau auf das Pilotprojekt der Universität Paderborn dienen und Hilfestellung geben, wie die Konzeption und Umsetzung (auch unter Coronabedingungen) gelingen kann."}],"doi":"10.14361/9783839459751-015","title":"»Fachspezifisches Chinesisch« an der Universität Paderborn","user_id":"32850","type":"book_chapter","publication":"Handbuch China-Kompetenzen","quality_controlled":"1","page":"161-170"},{"citation":{"mla":"Denzer, Vera, and Dennis Hambach. “Maschinenbau in China.” <i>Handbuch China-Kompetenzen</i>, edited by Gabriele Thelen et al., transcript Verlag, 2022, pp. 117–28, doi:<a href=\"https://doi.org/10.14361/9783839459751-010\">10.14361/9783839459751-010</a>.","bibtex":"@inbook{Denzer_Hambach_2022, place={Bielefeld, Germany}, title={Maschinenbau in China}, DOI={<a href=\"https://doi.org/10.14361/9783839459751-010\">10.14361/9783839459751-010</a>}, booktitle={Handbuch China-Kompetenzen}, publisher={transcript Verlag}, author={Denzer, Vera and Hambach, Dennis}, editor={Thelen, Gabriele and Obendiek, Helena and Bai, Yinchun}, year={2022}, pages={117–128} }","short":"V. Denzer, D. Hambach, in: G. Thelen, H. Obendiek, Y. Bai (Eds.), Handbuch China-Kompetenzen, transcript Verlag, Bielefeld, Germany, 2022, pp. 117–128.","apa":"Denzer, V., &#38; Hambach, D. (2022). Maschinenbau in China. In G. Thelen, H. Obendiek, &#38; Y. Bai (Eds.), <i>Handbuch China-Kompetenzen</i> (pp. 117–128). transcript Verlag. <a href=\"https://doi.org/10.14361/9783839459751-010\">https://doi.org/10.14361/9783839459751-010</a>","ama":"Denzer V, Hambach D. Maschinenbau in China. In: Thelen G, Obendiek H, Bai Y, eds. <i>Handbuch China-Kompetenzen</i>. transcript Verlag; 2022:117-128. doi:<a href=\"https://doi.org/10.14361/9783839459751-010\">10.14361/9783839459751-010</a>","chicago":"Denzer, Vera, and Dennis Hambach. “Maschinenbau in China.” In <i>Handbuch China-Kompetenzen</i>, edited by Gabriele Thelen, Helena Obendiek, and Yinchun Bai, 117–28. Bielefeld, Germany: transcript Verlag, 2022. <a href=\"https://doi.org/10.14361/9783839459751-010\">https://doi.org/10.14361/9783839459751-010</a>.","ieee":"V. Denzer and D. Hambach, “Maschinenbau in China,” in <i>Handbuch China-Kompetenzen</i>, G. Thelen, H. Obendiek, and Y. Bai, Eds. Bielefeld, Germany: transcript Verlag, 2022, pp. 117–128."},"publication_status":"published","department":[{"_id":"9"},{"_id":"146"},{"_id":"398"}],"editor":[{"last_name":"Thelen","first_name":"Gabriele","full_name":"Thelen, Gabriele"},{"full_name":"Obendiek, Helena","first_name":"Helena","last_name":"Obendiek"},{"last_name":"Bai","first_name":"Yinchun","full_name":"Bai, Yinchun"}],"author":[{"first_name":"Vera","full_name":"Denzer, Vera","last_name":"Denzer"},{"full_name":"Hambach, Dennis","first_name":"Dennis","id":"32850","last_name":"Hambach"}],"place":"Bielefeld, Germany","_id":"33232","date_updated":"2025-02-04T10:34:31Z","date_created":"2022-08-30T09:02:33Z","publisher":"transcript Verlag","language":[{"iso":"ger"}],"year":"2022","publication_identifier":{"issn":["2699-7681","2747-3864"]},"status":"public","user_id":"32850","title":"Maschinenbau in China","alternative_title":["Ein Pilotprojekt der Universität Paderborn"],"doi":"10.14361/9783839459751-010","abstract":[{"lang":"ger","text":"Das seit den 1990er Jahren andauernde Engagement der Universität Paderborn in China hat zur Ausbildung von technisch-interkultureller China-Kompetenz in vielen Bereichengeführt. Die Universität Paderborn (UPB) unterhält derzeit sechs intensive Austauschpartnerschaften mit chinesischen Hochschulen. Im Rahmen der Masterstudiengänge Maschinenbau, Wirtschafts- und Chemieingenieurwesen sowie Wirtschaftsingenieurwesen wird die Studienausrichtung Maschinenbau in China (mb-cn) angeboten. Diese Studienausrichtung wird inenger Zusammenarbeit mit namhaften, global agierenden Partnerfirmen durchgeführt, die eigene Tochterfirmen in China oder eine starke Verbindung zu chinesischen Unternehmen haben. Zusätzlich können die Studierenden ein Fachpraktikum in einem deutschen Unternehmen in China absolvieren. Im Rahmen des Artikels wird das mb-cn-Projekt ausführlich vorgestellt. Die hierbeigeschilderten Erfahrungen mit dem Aufbau der Kooperation sowie die gezogenen Rückschlüsse auf die Ergebnisse des Projekts sollen dazu dienen, andere Einrichtungen beim Aufbau ähnlicher Kooperation zu unterstützen."}],"page":"117-128","quality_controlled":"1","publication":"Handbuch China-Kompetenzen","type":"book_chapter"}]