[{"year":"2022","citation":{"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.","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} }","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.","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."},"page":"383-394","quality_controlled":"1","publication_identifier":{"isbn":["978-989-758-549-4"]},"title":"Batch Constrained Bayesian Optimization for UltrasonicWire Bonding Feed-forward Control Design","conference":{"location":"Online","end_date":"2022-02-05","start_date":"2022-02-03","name":"11th International Conference on Pattern Recognition Applications and Methods"},"date_updated":"2024-11-13T08:44:17Z","author":[{"first_name":"Michael","last_name":"Hesse","full_name":"Hesse, Michael","id":"29222"},{"last_name":"Hunstig","full_name":"Hunstig, Matthias","first_name":"Matthias"},{"id":"15402","full_name":"Timmermann, Julia","last_name":"Timmermann","first_name":"Julia"},{"last_name":"Trächtler","full_name":"Trächtler, Ansgar","id":"552","first_name":"Ansgar"}],"date_created":"2022-02-09T12:50:25Z","abstract":[{"lang":"eng","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."}],"status":"public","type":"conference","publication":"Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods (ICPRAM)","keyword":["Bayesian optimization","Wire bonding","Feed-forward control","model-free design"],"language":[{"iso":"eng"}],"_id":"29803","user_id":"82875","department":[{"_id":"153"},{"_id":"880"}]},{"publication_identifier":{"isbn":["978-3-658-38398-5","978-3-658-38399-2"]},"publication_status":"published","page":"129-138","citation":{"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>","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} }","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.","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>"},"year":"2022","place":"Wiesbaden","author":[{"first_name":"Alexander","last_name":"Ristau","full_name":"Ristau, Alexander","id":"114171"},{"first_name":"Tim","last_name":"Krüger","full_name":"Krüger, Tim"},{"last_name":"Winkler","full_name":"Winkler, Michael","first_name":"Michael"}],"date_created":"2024-11-13T08:59:23Z","publisher":"Springer VS ","date_updated":"2024-11-13T08:59:28Z","doi":"10.1007/978-3-658-38399-2","title":"Netzwerke","publication":"Schlüsselbegriffe der Sozialplanung und ihre Kritik","type":"book_chapter","status":"public","editor":[{"last_name":"Rund","full_name":"Rund, Mario","first_name":"Mario"},{"first_name":"Friedhelm","full_name":"Peters, Friedhelm","last_name":"Peters"}],"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"}],"department":[{"_id":"723"},{"_id":"724"},{"_id":"935"}],"user_id":"48187","_id":"57037","language":[{"iso":"ger"}]},{"page":"61-77","citation":{"short":"A. Ristau, Sozialmagazin (2022) 61–77.","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>.","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>","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>.","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>"},"year":"2022","issue":"8","publication_identifier":{"issn":["0340-8469"]},"publication_status":"published","doi":"10.3262/SM2208061","title":"Soziale Arbeit über Belletristik verstehen","date_created":"2024-11-13T08:54:01Z","author":[{"first_name":"Alexander","last_name":"Ristau","id":"114171","full_name":"Ristau, Alexander"}],"date_updated":"2024-11-13T08:54:07Z","publisher":"Beltz","status":"public","abstract":[{"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","lang":"ger"}],"publication":"Sozialmagazin","type":"journal_article","language":[{"iso":"ger"}],"article_type":"original","department":[{"_id":"723"},{"_id":"724"},{"_id":"935"}],"user_id":"48187","_id":"57036"},{"title":"Co-creating business value through IT-business operational alignment in inter-organisational relationships: Empirical evidence from regional networks","volume":31,"date_created":"2023-12-04T13:37:43Z","author":[{"id":"98948","full_name":"Trang, Simon Thanh-Nam","orcid":"0000-0002-4784-4038","last_name":"Trang","first_name":"Simon Thanh-Nam"},{"first_name":"M.","full_name":"Mandrella, M.","last_name":"Mandrella"},{"first_name":"M.","last_name":"Marrone","full_name":"Marrone, M."},{"full_name":"Kolbe, L.","last_name":"Kolbe","first_name":"L."}],"date_updated":"2024-11-13T12:56:22Z","intvolume":"        31","page":"166-187","citation":{"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.","short":"S.T.-N. Trang, M. Mandrella, M. Marrone, L. Kolbe, European Journal of Information Systems (VHB Jourqual 3 A) 31 (2022) 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.","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} }","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."},"year":"2022","language":[{"iso":"eng"}],"department":[{"_id":"792"}],"user_id":"98948","_id":"49461","status":"public","publication":"European Journal of Information Systems (VHB Jourqual 3 A)","type":"journal_article"},{"citation":{"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>.","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.","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.","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.","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} }","short":"J. Tönsing, in: S. Bernhardt, T. Hardtke (Eds.), Interpretationsverfahruen der germanistischen Literaturdidaktik und didaktische Referenzkonzepte, 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>."},"place":"Berlin","year":"2022","publication_status":"inpress","main_file_link":[{"open_access":"1","url":"https://link.springer.com/chapter/10.57088/978-3-7329-9143-3_6"}],"title":"(K)eine kinderleichte Gattung:  Konsequenzen einer kulturwissenschaftlich informierten Märchendidaktik","date_created":"2022-07-26T07:17:06Z","author":[{"id":"52678","full_name":"Tönsing, Johanna","last_name":"Tönsing","first_name":"Johanna"}],"oa":"1","date_updated":"2025-01-14T12:31:47Z","status":"public","editor":[{"first_name":"Sebastian","last_name":"Bernhardt","full_name":"Bernhardt, Sebastian"},{"last_name":"Hardtke","full_name":"Hardtke, Thomas","first_name":"Thomas"}],"type":"book_chapter","publication":"Interpretationsverfahruen der germanistischen Literaturdidaktik und didaktische Referenzkonzepte","language":[{"iso":"ger"}],"user_id":"52678","department":[{"_id":"464"}],"_id":"32417"},{"title":"The Geometry of Rings of Components of Hurwitz Spaces","author":[{"last_name":"Seguin","full_name":"Seguin, Beranger Fabrice","id":"102487","first_name":"Beranger Fabrice"}],"date_created":"2025-01-15T11:24:56Z","date_updated":"2025-01-15T11:35:43Z","citation":{"ama":"Seguin BF. The Geometry of Rings of Components of Hurwitz Spaces. <i>arXiv:221012793</i>. Published online 2022.","ieee":"B. F. Seguin, “The Geometry of Rings of Components of Hurwitz Spaces,” <i>arXiv:2210.12793</i>. 2022.","chicago":"Seguin, Beranger Fabrice. “The Geometry of Rings of Components of Hurwitz Spaces.” <i>ArXiv:2210.12793</i>, 2022.","bibtex":"@article{Seguin_2022, title={The Geometry of Rings of Components of Hurwitz Spaces}, journal={arXiv:2210.12793}, author={Seguin, Beranger Fabrice}, year={2022} }","short":"B.F. Seguin, ArXiv:2210.12793 (2022).","mla":"Seguin, Beranger Fabrice. “The Geometry of Rings of Components of Hurwitz Spaces.” <i>ArXiv:2210.12793</i>, 2022.","apa":"Seguin, B. F. (2022). The Geometry of Rings of Components of Hurwitz Spaces. In <i>arXiv:2210.12793</i>."},"year":"2022","language":[{"iso":"eng"}],"user_id":"102487","external_id":{"arxiv":["2210.12793"]},"_id":"58185","status":"public","abstract":[{"lang":"eng","text":"We consider a variant of the ring of components of Hurwitz spaces introduced\r\nby Ellenberg, Venkatesh and Westerland. By focusing on Hurwitz spaces\r\nclassifying covers of the projective line, the resulting ring of components is\r\ncommutative, which lets us study it from the point of view of algebraic\r\ngeometry and relate its geometric properties to numerical invariants involved\r\nin our previously obtained asymptotic counts. Specifically, we describe a\r\nstratification of the prime spectrum of the ring of components, and we compute\r\nthe dimensions and degrees of the strata. Using the stratification, we give a\r\ncomplete description of the spectrum in some cases."}],"publication":"arXiv:2210.12793","type":"preprint"},{"type":"journal_article","publication":"Kölner Zeitschrift für Wirtschaft und Pädagogik.","status":"public","user_id":"21118","_id":"58201","language":[{"iso":"ger"}],"issue":"73","publication_status":"published","citation":{"apa":"Beutner, M., &#38; Grüttner, N. C. (2022). Konsumpädagogik und nachhaltige Bildung – Ein Spannungsfeld zwischen Bildung, Ökonomie, Nachhaligkeit und das Recht auf eine persönliche Entwicklung. . <i>Kölner Zeitschrift für Wirtschaft und Pädagogik.</i>, <i>38</i>(73), 69–104.","mla":"Beutner, Marc, and Niclas Christian Grüttner. “Konsumpädagogik und nachhaltige Bildung – Ein Spannungsfeld zwischen Bildung, Ökonomie, Nachhaligkeit und das Recht auf eine persönliche Entwicklung. .” <i>Kölner Zeitschrift für Wirtschaft und Pädagogik.</i>, vol. 38, no. 73, Kölner Arbeitskreis Wirtschaft/Pädagogik, 2022, pp. 69–104.","bibtex":"@article{Beutner_Grüttner_2022, title={Konsumpädagogik und nachhaltige Bildung – Ein Spannungsfeld zwischen Bildung, Ökonomie, Nachhaligkeit und das Recht auf eine persönliche Entwicklung. }, volume={38}, number={73}, journal={Kölner Zeitschrift für Wirtschaft und Pädagogik.}, publisher={Kölner Arbeitskreis Wirtschaft/Pädagogik}, author={Beutner, Marc and Grüttner, Niclas Christian}, year={2022}, pages={69–104} }","short":"M. Beutner, N.C. Grüttner, Kölner Zeitschrift für Wirtschaft und Pädagogik. 38 (2022) 69–104.","ama":"Beutner M, Grüttner NC. Konsumpädagogik und nachhaltige Bildung – Ein Spannungsfeld zwischen Bildung, Ökonomie, Nachhaligkeit und das Recht auf eine persönliche Entwicklung. . <i>Kölner Zeitschrift für Wirtschaft und Pädagogik</i>. 2022;38(73):69-104.","ieee":"M. Beutner and N. C. Grüttner, “Konsumpädagogik und nachhaltige Bildung – Ein Spannungsfeld zwischen Bildung, Ökonomie, Nachhaligkeit und das Recht auf eine persönliche Entwicklung. ,” <i>Kölner Zeitschrift für Wirtschaft und Pädagogik.</i>, vol. 38, no. 73, pp. 69–104, 2022.","chicago":"Beutner, Marc, and Niclas Christian Grüttner. “Konsumpädagogik und nachhaltige Bildung – Ein Spannungsfeld zwischen Bildung, Ökonomie, Nachhaligkeit und das Recht auf eine persönliche Entwicklung. .” <i>Kölner Zeitschrift für Wirtschaft und Pädagogik.</i> 38, no. 73 (2022): 69–104."},"intvolume":"        38","page":"69-104","year":"2022","author":[{"first_name":"Marc","last_name":"Beutner","id":"21118","full_name":"Beutner, Marc"},{"first_name":"Niclas Christian","full_name":"Grüttner, Niclas Christian","last_name":"Grüttner"}],"date_created":"2025-01-16T12:02:39Z","volume":38,"date_updated":"2025-01-16T12:03:54Z","publisher":"Kölner Arbeitskreis Wirtschaft/Pädagogik","title":"Konsumpädagogik und nachhaltige Bildung – Ein Spannungsfeld zwischen Bildung, Ökonomie, Nachhaligkeit und das Recht auf eine persönliche Entwicklung. "},{"year":"2022","citation":{"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>","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.","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>.","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>.","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>"},"page":"211-224","intvolume":"        36","publication_status":"published","publication_identifier":{"issn":["0933-1875","1610-1987"]},"issue":"3-4","title":"Agnostic Explanation of Model Change based on Feature Importance","doi":"10.1007/s13218-022-00766-6","publisher":"Springer Science and Business Media LLC","date_updated":"2025-01-16T16:19:35Z","author":[{"last_name":"Muschalik","full_name":"Muschalik, Maximilian","first_name":"Maximilian"},{"first_name":"Fabian","id":"93420","full_name":"Fumagalli, Fabian","last_name":"Fumagalli"},{"first_name":"Barbara","full_name":"Hammer, Barbara","last_name":"Hammer"},{"last_name":"Huellermeier","full_name":"Huellermeier, Eyke","id":"48129","first_name":"Eyke"}],"date_created":"2023-11-10T14:21:06Z","volume":36,"abstract":[{"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.","lang":"eng"}],"status":"public","type":"journal_article","publication":"KI - Künstliche Intelligenz","keyword":["Artificial Intelligence"],"language":[{"iso":"eng"}],"project":[{"_id":"126","name":"TRR 318 - C3: TRR 318 - Subproject C3"},{"name":"TRR 318 - C: TRR 318 - Project Area C","_id":"117"},{"name":"TRR 318: TRR 318 - Erklärbarkeit konstruieren","_id":"109","grant_number":"438445824"}],"_id":"48780","user_id":"93420","department":[{"_id":"660"}]},{"date_updated":"2025-01-17T13:23:41Z","oa":"1","publisher":"UniPrint","author":[{"last_name":"Lehberger","id":"98966","full_name":"Lehberger, Regine","first_name":"Regine"}],"date_created":"2025-01-17T13:01:51Z","title":"Digitale Medien in Schule und Unterricht","main_file_link":[{"url":"https://www.universi.uni-siegen.de/katalog/reihen/kosi/981371.html","open_access":"1"}],"doi":"10.25819/UBSI/10158","year":"2022","place":"Siegen","citation":{"ama":"Lehberger R. Digitale Medien in Schule und Unterricht. In: <i>Forschen + Lernen. Wissenschaftliches Denken als Voraussetzung für problemlösungsorientiertes Handeln. </i>. UniPrint; 2022. doi:<a href=\"https://doi.org/10.25819/UBSI/10158\">10.25819/UBSI/10158</a>","chicago":"Lehberger, Regine. “Digitale Medien in Schule und Unterricht.” In <i>Forschen + Lernen. Wissenschaftliches Denken als Voraussetzung für problemlösungsorientiertes Handeln. </i>. Siegen: UniPrint, 2022. <a href=\"https://doi.org/10.25819/UBSI/10158\">https://doi.org/10.25819/UBSI/10158</a>.","ieee":"R. Lehberger, “Digitale Medien in Schule und Unterricht,” in <i>Forschen + Lernen. Wissenschaftliches Denken als Voraussetzung für problemlösungsorientiertes Handeln. </i>, Siegen: UniPrint, 2022.","apa":"Lehberger, R. (2022). Digitale Medien in Schule und Unterricht. In <i>Forschen + Lernen. Wissenschaftliches Denken als Voraussetzung für problemlösungsorientiertes Handeln. </i>. UniPrint. <a href=\"https://doi.org/10.25819/UBSI/10158\">https://doi.org/10.25819/UBSI/10158</a>","mla":"Lehberger, Regine. “Digitale Medien in Schule und Unterricht.” <i>Forschen + Lernen. Wissenschaftliches Denken als Voraussetzung für problemlösungsorientiertes Handeln. </i>, UniPrint, 2022, doi:<a href=\"https://doi.org/10.25819/UBSI/10158\">10.25819/UBSI/10158</a>.","short":"R. Lehberger, in: Forschen + Lernen. Wissenschaftliches Denken als Voraussetzung für problemlösungsorientiertes Handeln. , UniPrint, Siegen, 2022.","bibtex":"@inbook{Lehberger_2022, place={Siegen}, title={Digitale Medien in Schule und Unterricht}, DOI={<a href=\"https://doi.org/10.25819/UBSI/10158\">10.25819/UBSI/10158</a>}, booktitle={Forschen + Lernen. Wissenschaftliches Denken als Voraussetzung für problemlösungsorientiertes Handeln. }, publisher={UniPrint}, author={Lehberger, Regine}, year={2022} }"},"_id":"58243","user_id":"98966","alternative_title":["Werkstattbericht: Hochschuldidaktik 6. Zentrum für Hochschullehre der Universität Siegen. "],"language":[{"iso":"ger"}],"type":"book_chapter","publication":"Forschen + Lernen. Wissenschaftliches Denken als Voraussetzung für problemlösungsorientiertes Handeln. ","status":"public"},{"citation":{"ieee":"V. Peckhaus, “Serfati, Michael, Leibniz and the Invention of Mathematical Transcendence, Franz Steiner Verlag: Stuttgart 2018 (Studia Leibnitiana Sonderheft; 54). ,” <i>Mathematical Reviews, MR4090716</i>. 2022.","chicago":"Peckhaus, Volker. “Serfati, Michael, Leibniz and the Invention of Mathematical Transcendence, Franz Steiner Verlag: Stuttgart 2018 (Studia Leibnitiana Sonderheft; 54). .” <i>Mathematical Reviews, MR4090716</i>, 2022.","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). Serfati, Michael, Leibniz and the Invention of Mathematical Transcendence, Franz Steiner Verlag: Stuttgart 2018 (Studia Leibnitiana Sonderheft; 54). . In <i>Mathematical Reviews, MR4090716</i>.","bibtex":"@article{Peckhaus_2022, title={Serfati, Michael, Leibniz and the Invention of Mathematical Transcendence, Franz Steiner Verlag: Stuttgart 2018 (Studia Leibnitiana Sonderheft; 54). }, journal={Mathematical Reviews, MR4090716}, author={Peckhaus, Volker}, year={2022} }","mla":"Peckhaus, Volker. “Serfati, Michael, Leibniz and the Invention of Mathematical Transcendence, Franz Steiner Verlag: Stuttgart 2018 (Studia Leibnitiana Sonderheft; 54). .” <i>Mathematical Reviews, MR4090716</i>, 2022.","short":"V. Peckhaus, Mathematical Reviews, MR4090716 (2022)."},"year":"2022","date_created":"2023-01-17T12:20:13Z","author":[{"id":"391","full_name":"Peckhaus, Volker","last_name":"Peckhaus","first_name":"Volker"}],"date_updated":"2025-01-18T14:52:10Z","main_file_link":[{"url":"https://mathscinet.ams.org/mathscinet/article?mr=4090716"}],"title":"Serfati, Michael, Leibniz and the Invention of Mathematical Transcendence, Franz Steiner Verlag: Stuttgart 2018 (Studia Leibnitiana Sonderheft; 54). ","publication":"Mathematical Reviews, MR4090716","type":"review","status":"public","department":[{"_id":"520"}],"user_id":"391","_id":"37082","language":[{"iso":"eng"}]},{"title":"Religion noch besser unterrichten. Qualität und Qualitätsentwicklung im RU","date_updated":"2025-01-20T15:09:57Z","date_created":"2025-01-07T10:19:00Z","author":[{"last_name":"Woppowa","id":"20543","full_name":"Woppowa, Jan","first_name":"Jan"},{"last_name":" Schweitzer","full_name":" Schweitzer, F","first_name":"F"}],"year":"2022","place":"Göttingen","citation":{"ieee":"J. Woppowa and F.  Schweitzer, “Religion noch besser unterrichten. Qualität und Qualitätsentwicklung im RU,” <i>Theologische Revue</i>, no. 118. Göttingen, 2022.","chicago":"Woppowa, Jan, and F  Schweitzer. “Religion noch besser unterrichten. Qualität und Qualitätsentwicklung im RU.” <i>Theologische Revue</i>. Göttingen, 2022.","ama":"Woppowa J,  Schweitzer F. Religion noch besser unterrichten. Qualität und Qualitätsentwicklung im RU. <i>Theologische Revue</i>. 2022;(118).","mla":"Woppowa, Jan, and F.  Schweitzer. “Religion noch besser unterrichten. Qualität und Qualitätsentwicklung im RU.” <i>Theologische Revue</i>, no. 118, 2022.","bibtex":"@article{Woppowa_ Schweitzer_2022, place={Göttingen}, title={Religion noch besser unterrichten. Qualität und Qualitätsentwicklung im RU}, number={118}, journal={Theologische Revue}, author={Woppowa, Jan and  Schweitzer, F}, year={2022} }","short":"J. Woppowa, F.  Schweitzer, Theologische Revue (2022).","apa":"Woppowa, J., &#38;  Schweitzer, F. (2022). Religion noch besser unterrichten. Qualität und Qualitätsentwicklung im RU. In <i>Theologische Revue</i> (Issue 118)."},"publication_status":"published","issue":"118","language":[{"iso":"ger"}],"_id":"58065","user_id":"71124","department":[{"_id":"124"}],"status":"public","type":"review","publication":"Theologische Revue"},{"publication_status":"published","citation":{"chicago":"Woppowa, Jan, and W Verburg, eds. <i>Judentum und Christentum im Dialog</i>. Vol. 1. Religion unterrichten 3, 2022.","ieee":"J. Woppowa and W. Verburg, Eds., <i>Judentum und Christentum im Dialog</i>, vol. 1. 2022.","ama":"Woppowa J, Verburg W, eds. <i>Judentum und Christentum im Dialog</i>. Vol 1.; 2022.","mla":"Woppowa, Jan, and W. Verburg, editors. <i>Judentum und Christentum im Dialog</i>. 2022.","short":"J. Woppowa, W. Verburg, eds., Judentum und Christentum im Dialog, 2022.","bibtex":"@book{Woppowa_Verburg_2022, series={Religion unterrichten 3}, title={Judentum und Christentum im Dialog}, volume={1}, year={2022}, collection={Religion unterrichten 3} }","apa":"Woppowa, J., &#38; Verburg, W. (Eds.). (2022). <i>Judentum und Christentum im Dialog</i> (Vol. 1)."},"intvolume":"         1","year":"2022","date_created":"2025-01-20T18:19:56Z","volume":1,"date_updated":"2025-01-20T19:24:14Z","main_file_link":[{"url":" https://www.vandenhoeck-ruprecht-verlage.com/zeitschrift-religion-unterrichten"}],"title":"Judentum und Christentum im Dialog","type":"book_editor","status":"public","editor":[{"first_name":"Jan","id":"20543","full_name":"Woppowa, Jan","last_name":"Woppowa"},{"last_name":"Verburg","full_name":"Verburg, W","first_name":"W"}],"series_title":"Religion unterrichten 3","user_id":"71124","department":[{"_id":"124"}],"_id":"58282","language":[{"iso":"ger"}]},{"author":[{"first_name":"Jan","full_name":"Woppowa, Jan","id":"20543","last_name":"Woppowa"}],"date_created":"2025-01-20T19:16:22Z","date_updated":"2025-01-20T19:23:40Z","oa":"1","main_file_link":[{"open_access":"1","url":"https://digital.ub.uni-paderborn.de/urn/urn:nbn:de:hbz:466:2-40827"}],"title":"Konfessionsbezogene Differenzsensibilität im Religionsunterricht für alle. Analysen - Interpretationen - Empfehlungen","publication_status":"published","citation":{"apa":"Woppowa, J. (2022). <i>Konfessionsbezogene Differenzsensibilität im Religionsunterricht für alle. Analysen - Interpretationen - Empfehlungen</i>.","short":"J. Woppowa, Konfessionsbezogene Differenzsensibilität im Religionsunterricht für alle. Analysen - Interpretationen - Empfehlungen, Paderborn, 2022.","mla":"Woppowa, Jan. <i>Konfessionsbezogene Differenzsensibilität im Religionsunterricht für alle. Analysen - Interpretationen - Empfehlungen</i>. 2022.","bibtex":"@book{Woppowa_2022, place={Paderborn}, title={Konfessionsbezogene Differenzsensibilität im Religionsunterricht für alle. Analysen - Interpretationen - Empfehlungen}, author={Woppowa, Jan}, year={2022} }","ama":"Woppowa J. <i>Konfessionsbezogene Differenzsensibilität im Religionsunterricht für alle. Analysen - Interpretationen - Empfehlungen</i>.; 2022.","ieee":"J. Woppowa, <i>Konfessionsbezogene Differenzsensibilität im Religionsunterricht für alle. Analysen - Interpretationen - Empfehlungen</i>. Paderborn, 2022.","chicago":"Woppowa, Jan. <i>Konfessionsbezogene Differenzsensibilität im Religionsunterricht für alle. Analysen - Interpretationen - Empfehlungen</i>. Paderborn, 2022."},"place":"Paderborn","year":"2022","department":[{"_id":"124"}],"user_id":"71124","_id":"58288","language":[{"iso":"ger"}],"type":"book","status":"public"},{"user_id":"109175","_id":"58301","language":[{"iso":"eng"}],"publication":"Proceedings of the Design Society","type":"conference","status":"public","abstract":[{"text":"<jats:title>Abstract</jats:title><jats:p>The comprehensive implementation of digital technologies in product manufacturing leads to changes in engineering processes and requires new approaches to data management. An important role belongs to the processes of organizing the collection, storage and reuse of research data obtained and used in the process of product, system or technology development, taking into account the FAIR data principles. This article describes a Research Data Management System for the organization of documentation and measurement requests in the research and development of new oxygen-free production technologies.</jats:p>","lang":"eng"}],"volume":2,"date_created":"2025-01-21T09:03:43Z","author":[{"first_name":"Iryna","full_name":"Mozgova, Iryna","id":"95903","last_name":"Mozgova"},{"last_name":"Altun","id":"109175","full_name":"Altun, Osman","first_name":"Osman"},{"last_name":"Sheveleva","full_name":"Sheveleva, T.","first_name":"T."},{"first_name":"A.","last_name":"Castro","full_name":"Castro, A."},{"first_name":"P.","last_name":"Oladazimi","full_name":"Oladazimi, P."},{"full_name":"Koepler, O.","last_name":"Koepler","first_name":"O."},{"first_name":"R.","last_name":"Lachmayer","full_name":"Lachmayer, R."},{"last_name":"Auer","full_name":"Auer, S.","first_name":"S."}],"date_updated":"2025-01-21T09:04:50Z","publisher":"Cambridge University Press (CUP)","doi":"10.1017/pds.2022.54","title":"Knowledge Annotation within Research Data Management System for Oxygen-Free Production Technologies","publication_identifier":{"issn":["2732-527X"]},"publication_status":"published","page":"525-532","intvolume":"         2","citation":{"ama":"Mozgova I, Altun O, Sheveleva T, et al. Knowledge Annotation within Research Data Management System for Oxygen-Free Production Technologies. In: <i>Proceedings of the Design Society</i>. Vol 2. Cambridge University Press (CUP); 2022:525-532. doi:<a href=\"https://doi.org/10.1017/pds.2022.54\">10.1017/pds.2022.54</a>","ieee":"I. Mozgova <i>et al.</i>, “Knowledge Annotation within Research Data Management System for Oxygen-Free Production Technologies,” in <i>Proceedings of the Design Society</i>, 2022, vol. 2, pp. 525–532, doi: <a href=\"https://doi.org/10.1017/pds.2022.54\">10.1017/pds.2022.54</a>.","chicago":"Mozgova, Iryna, Osman Altun, T. Sheveleva, A. Castro, P. Oladazimi, O. Koepler, R. Lachmayer, and S. Auer. “Knowledge Annotation within Research Data Management System for Oxygen-Free Production Technologies.” In <i>Proceedings of the Design Society</i>, 2:525–32. Cambridge University Press (CUP), 2022. <a href=\"https://doi.org/10.1017/pds.2022.54\">https://doi.org/10.1017/pds.2022.54</a>.","apa":"Mozgova, I., Altun, O., Sheveleva, T., Castro, A., Oladazimi, P., Koepler, O., Lachmayer, R., &#38; Auer, S. (2022). Knowledge Annotation within Research Data Management System for Oxygen-Free Production Technologies. <i>Proceedings of the Design Society</i>, <i>2</i>, 525–532. <a href=\"https://doi.org/10.1017/pds.2022.54\">https://doi.org/10.1017/pds.2022.54</a>","short":"I. Mozgova, O. Altun, T. Sheveleva, A. Castro, P. Oladazimi, O. Koepler, R. Lachmayer, S. Auer, in: Proceedings of the Design Society, Cambridge University Press (CUP), 2022, pp. 525–532.","mla":"Mozgova, Iryna, et al. “Knowledge Annotation within Research Data Management System for Oxygen-Free Production Technologies.” <i>Proceedings of the Design Society</i>, vol. 2, Cambridge University Press (CUP), 2022, pp. 525–32, doi:<a href=\"https://doi.org/10.1017/pds.2022.54\">10.1017/pds.2022.54</a>.","bibtex":"@inproceedings{Mozgova_Altun_Sheveleva_Castro_Oladazimi_Koepler_Lachmayer_Auer_2022, title={Knowledge Annotation within Research Data Management System for Oxygen-Free Production Technologies}, volume={2}, DOI={<a href=\"https://doi.org/10.1017/pds.2022.54\">10.1017/pds.2022.54</a>}, booktitle={Proceedings of the Design Society}, publisher={Cambridge University Press (CUP)}, author={Mozgova, Iryna and Altun, Osman and Sheveleva, T. and Castro, A. and Oladazimi, P. and Koepler, O. and Lachmayer, R. and Auer, S.}, year={2022}, pages={525–532} }"},"year":"2022"},{"status":"public","abstract":[{"text":"<jats:title>Abstract</jats:title><jats:p>Manually exploring the solution space for different variants of a product for a given set of requirements is ineffective regarding product development time and adaptation to dynamic customer requirements. Variant generation coupled to optimization algorithms offers possibilities to search the solution space in an automated way. This paper provides a framework to build a generative parametric design environment for functional assemblies by implementing analysis as well as synthesis methods in computer-aided tools. The procedure is presented using the example of a coffee machine.</jats:p>","lang":"eng"}],"type":"conference","publication":"Proceedings of the Design Society","language":[{"iso":"eng"}],"user_id":"109175","_id":"58297","citation":{"short":"O. Altun, K. Yinanc, I. Mozgova, R. Lachmayer, in: Proceedings of the Design Society, Cambridge University Press (CUP), 2022, pp. 553–562.","mla":"Altun, Osman, et al. “Procedure to Create an Automated Design Environment for Functional Assemblies.” <i>Proceedings of the Design Society</i>, vol. 2, Cambridge University Press (CUP), 2022, pp. 553–62, doi:<a href=\"https://doi.org/10.1017/pds.2022.57\">10.1017/pds.2022.57</a>.","bibtex":"@inproceedings{Altun_Yinanc_Mozgova_Lachmayer_2022, title={Procedure to Create an Automated Design Environment for Functional Assemblies}, volume={2}, DOI={<a href=\"https://doi.org/10.1017/pds.2022.57\">10.1017/pds.2022.57</a>}, booktitle={Proceedings of the Design Society}, publisher={Cambridge University Press (CUP)}, author={Altun, Osman and Yinanc, Kutay and Mozgova, Iryna and Lachmayer, Roland}, year={2022}, pages={553–562} }","apa":"Altun, O., Yinanc, K., Mozgova, I., &#38; Lachmayer, R. (2022). Procedure to Create an Automated Design Environment for Functional Assemblies. <i>Proceedings of the Design Society</i>, <i>2</i>, 553–562. <a href=\"https://doi.org/10.1017/pds.2022.57\">https://doi.org/10.1017/pds.2022.57</a>","ama":"Altun O, Yinanc K, Mozgova I, Lachmayer R. Procedure to Create an Automated Design Environment for Functional Assemblies. In: <i>Proceedings of the Design Society</i>. Vol 2. Cambridge University Press (CUP); 2022:553-562. doi:<a href=\"https://doi.org/10.1017/pds.2022.57\">10.1017/pds.2022.57</a>","chicago":"Altun, Osman, Kutay Yinanc, Iryna Mozgova, and Roland Lachmayer. “Procedure to Create an Automated Design Environment for Functional Assemblies.” In <i>Proceedings of the Design Society</i>, 2:553–62. Cambridge University Press (CUP), 2022. <a href=\"https://doi.org/10.1017/pds.2022.57\">https://doi.org/10.1017/pds.2022.57</a>.","ieee":"O. Altun, K. Yinanc, I. Mozgova, and R. Lachmayer, “Procedure to Create an Automated Design Environment for Functional Assemblies,” in <i>Proceedings of the Design Society</i>, 2022, vol. 2, pp. 553–562, doi: <a href=\"https://doi.org/10.1017/pds.2022.57\">10.1017/pds.2022.57</a>."},"page":"553-562","intvolume":"         2","year":"2022","publication_status":"published","publication_identifier":{"issn":["2732-527X"]},"doi":"10.1017/pds.2022.57","title":"Procedure to Create an Automated Design Environment for Functional Assemblies","date_created":"2025-01-21T08:58:58Z","author":[{"first_name":"Osman","last_name":"Altun","id":"109175","full_name":"Altun, Osman"},{"last_name":"Yinanc","full_name":"Yinanc, Kutay","first_name":"Kutay"},{"id":"95903","full_name":"Mozgova, Iryna","last_name":"Mozgova","first_name":"Iryna"},{"full_name":"Lachmayer, Roland","last_name":"Lachmayer","first_name":"Roland"}],"volume":2,"publisher":"Cambridge University Press (CUP)","date_updated":"2025-01-21T09:05:00Z"},{"doi":"10.1007/978-3-030-77306-9_6","title":"A Hydraulic Delta-Robot-Based Test Bench for Validation of Smart Products","author":[{"first_name":"Renan","full_name":"Siqueira, Renan","last_name":"Siqueira"},{"id":"109175","full_name":"Altun, Osman","last_name":"Altun","first_name":"Osman"},{"full_name":"Gembarski, Paul","last_name":"Gembarski","first_name":"Paul"},{"first_name":"Roland","full_name":"Lachmayer, Roland","last_name":"Lachmayer"}],"date_created":"2025-01-21T09:02:59Z","date_updated":"2025-01-21T09:04:52Z","publisher":"Springer International Publishing","citation":{"ieee":"R. Siqueira, O. Altun, P. Gembarski, and R. Lachmayer, “A Hydraulic Delta-Robot-Based Test Bench for Validation of Smart Products,” in <i>Springer Proceedings in Mathematics &#38;amp; Statistics</i>, Cham: Springer International Publishing, 2022.","chicago":"Siqueira, Renan, Osman Altun, Paul Gembarski, and Roland Lachmayer. “A Hydraulic Delta-Robot-Based Test Bench for Validation of Smart Products.” In <i>Springer Proceedings in Mathematics &#38;amp; Statistics</i>. Cham: Springer International Publishing, 2022. <a href=\"https://doi.org/10.1007/978-3-030-77306-9_6\">https://doi.org/10.1007/978-3-030-77306-9_6</a>.","ama":"Siqueira R, Altun O, Gembarski P, Lachmayer R. A Hydraulic Delta-Robot-Based Test Bench for Validation of Smart Products. In: <i>Springer Proceedings in Mathematics &#38;amp; Statistics</i>. 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