[{"date_updated":"2023-10-04T14:55:24Z","conference":{"end_date":"8.3.2023","name":"Jahrestagung der Deutschen Physikalischen Gesellschaft (DPG)","start_date":"5.3.2023","location":"Hannover"},"author":[{"full_name":"Jonas-Ahrend, Gabriela","last_name":"Jonas-Ahrend","orcid":"0000-0003-3898-954X","first_name":"Gabriela","id":"77633"},{"full_name":"Kapanadze, Marika","last_name":"Kapanadze","first_name":"Marika"},{"last_name":"Mazzolini","first_name":"Alexander","full_name":"Mazzolini, Alexander"},{"full_name":"Joubran, Fadeel","first_name":"Fadeel","last_name":"Joubran"}],"status":"public","year":"2023","title":"Physiklehrbücher im Fokus der fachdidaktischen Forschung - ein internationaler Literatur-Review","user_id":"77633","_id":"47591","language":[{"iso":"ger"}],"citation":{"mla":"Jonas-Ahrend, Gabriela, et al. <i>Physiklehrbücher im Fokus der fachdidaktischen Forschung - ein internationaler Literatur-Review</i>. 2023.","apa":"Jonas-Ahrend, G., Kapanadze, M., Mazzolini, A., &#38; Joubran, F. (2023). <i>Physiklehrbücher im Fokus der fachdidaktischen Forschung - ein internationaler Literatur-Review</i>. Jahrestagung der Deutschen Physikalischen Gesellschaft (DPG), Hannover.","ieee":"G. Jonas-Ahrend, M. Kapanadze, A. Mazzolini, and F. Joubran, “Physiklehrbücher im Fokus der fachdidaktischen Forschung - ein internationaler Literatur-Review,” presented at the Jahrestagung der Deutschen Physikalischen Gesellschaft (DPG), Hannover, 2023.","chicago":"Jonas-Ahrend, Gabriela, Marika Kapanadze, Alexander Mazzolini, and Fadeel Joubran. “Physiklehrbücher im Fokus der fachdidaktischen Forschung - ein internationaler Literatur-Review,” 2023.","short":"G. Jonas-Ahrend, M. Kapanadze, A. Mazzolini, F. Joubran, in: 2023.","ama":"Jonas-Ahrend G, Kapanadze M, Mazzolini A, Joubran F. Physiklehrbücher im Fokus der fachdidaktischen Forschung - ein internationaler Literatur-Review. In: ; 2023.","bibtex":"@inproceedings{Jonas-Ahrend_Kapanadze_Mazzolini_Joubran_2023, title={Physiklehrbücher im Fokus der fachdidaktischen Forschung - ein internationaler Literatur-Review}, author={Jonas-Ahrend, Gabriela and Kapanadze, Marika and Mazzolini, Alexander and Joubran, Fadeel}, year={2023} }"},"department":[{"_id":"300"}],"type":"conference","date_created":"2023-10-04T14:55:19Z"},{"user_id":"77633","_id":"47602","language":[{"iso":"ger"}],"date_updated":"2023-10-04T21:22:44Z","conference":{"end_date":"14.9.2023","location":"Hamburg","name":"Gesellschaft für Didaktik der Chemie und Physik (GDCP)","start_date":"11.9.2023"},"author":[{"full_name":"Jonas-Ahrend, Gabriela","first_name":"Gabriela","last_name":"Jonas-Ahrend","orcid":"0000-0003-3898-954X","id":"77633"},{"full_name":"Kapanadze, Marika","first_name":"Marika","last_name":"Kapanadze"},{"first_name":"Alexander","last_name":"Mazzolini","full_name":"Mazzolini, Alexander"},{"full_name":"Joubran, Fadeel","last_name":"Joubran","first_name":"Fadeel"}],"title":"Ergebnisse einer Reviewstudie zur Evaluation von Physiklehrbüchern","year":"2023","status":"public","department":[{"_id":"300"}],"type":"conference_abstract","date_created":"2023-10-04T21:22:32Z","citation":{"mla":"Jonas-Ahrend, Gabriela, et al. <i>Ergebnisse einer Reviewstudie zur Evaluation von Physiklehrbüchern</i>. 2023.","bibtex":"@inproceedings{Jonas-Ahrend_Kapanadze_Mazzolini_Joubran_2023, title={Ergebnisse einer Reviewstudie zur Evaluation von Physiklehrbüchern}, author={Jonas-Ahrend, Gabriela and Kapanadze, Marika and Mazzolini, Alexander and Joubran, Fadeel}, year={2023} }","ama":"Jonas-Ahrend G, Kapanadze M, Mazzolini A, Joubran F. Ergebnisse einer Reviewstudie zur Evaluation von Physiklehrbüchern. In: ; 2023.","ieee":"G. Jonas-Ahrend, M. Kapanadze, A. Mazzolini, and F. Joubran, “Ergebnisse einer Reviewstudie zur Evaluation von Physiklehrbüchern,” presented at the Gesellschaft für Didaktik der Chemie und Physik (GDCP), Hamburg, 2023.","apa":"Jonas-Ahrend, G., Kapanadze, M., Mazzolini, A., &#38; Joubran, F. (2023). <i>Ergebnisse einer Reviewstudie zur Evaluation von Physiklehrbüchern</i>. Gesellschaft für Didaktik der Chemie und Physik (GDCP), Hamburg.","chicago":"Jonas-Ahrend, Gabriela, Marika Kapanadze, Alexander Mazzolini, and Fadeel Joubran. “Ergebnisse einer Reviewstudie zur Evaluation von Physiklehrbüchern,” 2023.","short":"G. Jonas-Ahrend, M. Kapanadze, A. Mazzolini, F. Joubran, in: 2023."}},{"publication_identifier":{"issn":["1848-9257"]},"author":[{"id":"90391","full_name":"Knorr, Lukas","first_name":"Lukas","last_name":"Knorr"},{"last_name":"Schlosser","first_name":"Florian","full_name":"Schlosser, Florian","id":"88614"},{"id":"86954","full_name":"Meschede, Henning","last_name":"Meschede","orcid":"0000-0002-1538-089X","first_name":"Henning"}],"year":"2023","title":"Assessment of Energy Efficiency and Flexibility Measures in Electrified Process Heat Generation Based on Simulations in the Animal Feed Industry","publication_status":"published","date_updated":"2023-10-02T09:05:36Z","language":[{"iso":"eng"}],"doi":"10.13044/j.sdewes.d11.0444","issue":"3","publication":"Journal of Sustainable Development of Energy, Water and Environment Systems","date_created":"2023-07-05T07:47:37Z","department":[{"_id":"644"}],"keyword":["Energy Engineering and Power Technology","Water Science and Technology","Environmental Science (miscellaneous)","Renewable Energy","Sustainability and the Environment"],"type":"journal_article","status":"public","publisher":"SDEWES Centre","_id":"45866","page":"0-0","volume":" 11","user_id":"90391","citation":{"ieee":"L. Knorr, F. Schlosser, and H. Meschede, “Assessment of Energy Efficiency and Flexibility Measures in Electrified Process Heat Generation Based on Simulations in the Animal Feed Industry,” <i>Journal of Sustainable Development of Energy, Water and Environment Systems</i>, vol. 11, no. 3, pp. 0–0, 2023, doi: <a href=\"https://doi.org/10.13044/j.sdewes.d11.0444\">10.13044/j.sdewes.d11.0444</a>.","mla":"Knorr, Lukas, et al. “Assessment of Energy Efficiency and Flexibility Measures in Electrified Process Heat Generation Based on Simulations in the Animal Feed Industry.” <i>Journal of Sustainable Development of Energy, Water and Environment Systems</i>, vol. 11, no. 3, SDEWES Centre, 2023, pp. 0–0, doi:<a href=\"https://doi.org/10.13044/j.sdewes.d11.0444\">10.13044/j.sdewes.d11.0444</a>.","apa":"Knorr, L., Schlosser, F., &#38; Meschede, H. (2023). Assessment of Energy Efficiency and Flexibility Measures in Electrified Process Heat Generation Based on Simulations in the Animal Feed Industry. <i>Journal of Sustainable Development of Energy, Water and Environment Systems</i>, <i>11</i>(3), 0–0. <a href=\"https://doi.org/10.13044/j.sdewes.d11.0444\">https://doi.org/10.13044/j.sdewes.d11.0444</a>","bibtex":"@article{Knorr_Schlosser_Meschede_2023, title={Assessment of Energy Efficiency and Flexibility Measures in Electrified Process Heat Generation Based on Simulations in the Animal Feed Industry}, volume={11}, DOI={<a href=\"https://doi.org/10.13044/j.sdewes.d11.0444\">10.13044/j.sdewes.d11.0444</a>}, number={3}, journal={Journal of Sustainable Development of Energy, Water and Environment Systems}, publisher={SDEWES Centre}, author={Knorr, Lukas and Schlosser, Florian and Meschede, Henning}, year={2023}, pages={0–0} }","chicago":"Knorr, Lukas, Florian Schlosser, and Henning Meschede. “Assessment of Energy Efficiency and Flexibility Measures in Electrified Process Heat Generation Based on Simulations in the Animal Feed Industry.” <i>Journal of Sustainable Development of Energy, Water and Environment Systems</i> 11, no. 3 (2023): 0–0. <a href=\"https://doi.org/10.13044/j.sdewes.d11.0444\">https://doi.org/10.13044/j.sdewes.d11.0444</a>.","short":"L. Knorr, F. Schlosser, H. Meschede, Journal of Sustainable Development of Energy, Water and Environment Systems 11 (2023) 0–0.","ama":"Knorr L, Schlosser F, Meschede H. Assessment of Energy Efficiency and Flexibility Measures in Electrified Process Heat Generation Based on Simulations in the Animal Feed Industry. <i>Journal of Sustainable Development of Energy, Water and Environment Systems</i>. 2023;11(3):0-0. doi:<a href=\"https://doi.org/10.13044/j.sdewes.d11.0444\">10.13044/j.sdewes.d11.0444</a>"}},{"citation":{"ama":"Wilke D, Grothe R, Bretz L, Anacker H, Dumitrescu R. Lessons Learned from the Introduction of Systems Engineering. <i>Systems</i>. 2023;11(3). doi:<a href=\"https://doi.org/10.3390/systems11030119\">10.3390/systems11030119</a>","bibtex":"@article{Wilke_Grothe_Bretz_Anacker_Dumitrescu_2023, title={Lessons Learned from the Introduction of Systems Engineering}, volume={11}, DOI={<a href=\"https://doi.org/10.3390/systems11030119\">10.3390/systems11030119</a>}, number={3119}, journal={Systems}, publisher={MDPI AG}, author={Wilke, Daria and Grothe, Robin and Bretz, Lukas and Anacker, Harald and Dumitrescu, Roman}, year={2023} }","mla":"Wilke, Daria, et al. “Lessons Learned from the Introduction of Systems Engineering.” <i>Systems</i>, vol. 11, no. 3, 119, MDPI AG, 2023, doi:<a href=\"https://doi.org/10.3390/systems11030119\">10.3390/systems11030119</a>.","short":"D. Wilke, R. Grothe, L. Bretz, H. Anacker, R. Dumitrescu, Systems 11 (2023).","chicago":"Wilke, Daria, Robin Grothe, Lukas Bretz, Harald Anacker, and Roman Dumitrescu. “Lessons Learned from the Introduction of Systems Engineering.” <i>Systems</i> 11, no. 3 (2023). <a href=\"https://doi.org/10.3390/systems11030119\">https://doi.org/10.3390/systems11030119</a>.","apa":"Wilke, D., Grothe, R., Bretz, L., Anacker, H., &#38; Dumitrescu, R. (2023). Lessons Learned from the Introduction of Systems Engineering. <i>Systems</i>, <i>11</i>(3), Article 119. <a href=\"https://doi.org/10.3390/systems11030119\">https://doi.org/10.3390/systems11030119</a>","ieee":"D. Wilke, R. Grothe, L. Bretz, H. Anacker, and R. Dumitrescu, “Lessons Learned from the Introduction of Systems Engineering,” <i>Systems</i>, vol. 11, no. 3, Art. no. 119, 2023, doi: <a href=\"https://doi.org/10.3390/systems11030119\">10.3390/systems11030119</a>."},"publisher":"MDPI AG","_id":"47800","user_id":"15782","volume":11,"status":"public","date_created":"2023-10-06T07:38:11Z","keyword":["Information Systems and Management","Computer Networks and Communications","Modeling and Simulation","Control and Systems Engineering","Software"],"type":"journal_article","department":[{"_id":"563"}],"issue":"3","publication":"Systems","abstract":[{"lang":"eng","text":"<jats:p>The introduction of Systems Engineering is an approach for dealing with the increasing complexity of products and their associated product development. Several introduction strategies are available in the literature; nevertheless, the introduction of Systems Engineering into practice still poses a great challenge to companies. Many companies have already gained experience in the introduction of Systems Engineering. Therefore, as part of the SE4OWL research project, the need to conduct a study including expert interviews and to collect the experiences of experts was identified. A total of 78 hypotheses were identified from 13 expert interviews concerning the lessons learned. Using exclusion criteria, 52 hypotheses were validated in a subsequent quantitative survey with 112 participants. Of these 52 hypotheses, 40 could be confirmed based on the survey results. Only four hypotheses were rejected, and eight could neither be confirmed nor rejected. Through this research, guidance is provided to companies to leverage best practices for the introduction of their own Systems Engineering and to avoid the poor practices of other companies.</jats:p>"}],"article_number":"119","language":[{"iso":"eng"}],"doi":"10.3390/systems11030119","year":"2023","title":"Lessons Learned from the Introduction of Systems Engineering","author":[{"full_name":"Wilke, Daria","last_name":"Wilke","first_name":"Daria"},{"first_name":"Robin","last_name":"Grothe","full_name":"Grothe, Robin"},{"full_name":"Bretz, Lukas","last_name":"Bretz","first_name":"Lukas"},{"full_name":"Anacker, Harald","last_name":"Anacker","first_name":"Harald"},{"full_name":"Dumitrescu, Roman","first_name":"Roman","last_name":"Dumitrescu","id":"16190"}],"publication_identifier":{"issn":["2079-8954"]},"date_updated":"2023-10-06T07:38:40Z","publication_status":"published","intvolume":"        11"},{"volume":118,"user_id":"15782","_id":"47798","publisher":"Walter de Gruyter GmbH","page":"64-68","status":"public","citation":{"short":"S. Gabriel, D. Bentler, M. Bansmann, B. Andrew Latos, A. Kühn, R. Dumitrescu, Zeitschrift Für Wirtschaftlichen Fabrikbetrieb 118 (2023) 64–68.","chicago":"Gabriel, Stefan, Dominik Bentler, Michael Bansmann, Benedikt Andrew Latos, Arno Kühn, and Roman Dumitrescu. “Soziotechnische Gestaltung Einer Intelligenten Personaleinsatzplanung.” <i>Zeitschrift Für Wirtschaftlichen Fabrikbetrieb</i> 118, no. 1–2 (2023): 64–68. <a href=\"https://doi.org/10.1515/zwf-2023-1009\">https://doi.org/10.1515/zwf-2023-1009</a>.","ieee":"S. Gabriel, D. Bentler, M. Bansmann, B. Andrew Latos, A. Kühn, and R. Dumitrescu, “Soziotechnische Gestaltung einer intelligenten Personaleinsatzplanung,” <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>, vol. 118, no. 1–2, pp. 64–68, 2023, doi: <a href=\"https://doi.org/10.1515/zwf-2023-1009\">10.1515/zwf-2023-1009</a>.","apa":"Gabriel, S., Bentler, D., Bansmann, M., Andrew Latos, B., Kühn, A., &#38; Dumitrescu, R. (2023). Soziotechnische Gestaltung einer intelligenten Personaleinsatzplanung. <i>Zeitschrift Für Wirtschaftlichen Fabrikbetrieb</i>, <i>118</i>(1–2), 64–68. <a href=\"https://doi.org/10.1515/zwf-2023-1009\">https://doi.org/10.1515/zwf-2023-1009</a>","bibtex":"@article{Gabriel_Bentler_Bansmann_Andrew Latos_Kühn_Dumitrescu_2023, title={Soziotechnische Gestaltung einer intelligenten Personaleinsatzplanung}, volume={118}, DOI={<a href=\"https://doi.org/10.1515/zwf-2023-1009\">10.1515/zwf-2023-1009</a>}, number={1–2}, journal={Zeitschrift für wirtschaftlichen Fabrikbetrieb}, publisher={Walter de Gruyter GmbH}, author={Gabriel, Stefan and Bentler, Dominik and Bansmann, Michael and Andrew Latos, Benedikt and Kühn, Arno and Dumitrescu, Roman}, year={2023}, pages={64–68} }","ama":"Gabriel S, Bentler D, Bansmann M, Andrew Latos B, Kühn A, Dumitrescu R. Soziotechnische Gestaltung einer intelligenten Personaleinsatzplanung. <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>. 2023;118(1-2):64-68. doi:<a href=\"https://doi.org/10.1515/zwf-2023-1009\">10.1515/zwf-2023-1009</a>","mla":"Gabriel, Stefan, et al. “Soziotechnische Gestaltung Einer Intelligenten Personaleinsatzplanung.” <i>Zeitschrift Für Wirtschaftlichen Fabrikbetrieb</i>, vol. 118, no. 1–2, Walter de Gruyter GmbH, 2023, pp. 64–68, doi:<a href=\"https://doi.org/10.1515/zwf-2023-1009\">10.1515/zwf-2023-1009</a>."},"doi":"10.1515/zwf-2023-1009","language":[{"iso":"eng"}],"intvolume":"       118","publication_status":"published","date_updated":"2023-10-06T07:38:58Z","author":[{"first_name":"Stefan","last_name":"Gabriel","full_name":"Gabriel, Stefan"},{"full_name":"Bentler, Dominik","first_name":"Dominik","last_name":"Bentler"},{"first_name":"Michael","last_name":"Bansmann","full_name":"Bansmann, Michael"},{"full_name":"Andrew Latos, Benedikt","first_name":"Benedikt","last_name":"Andrew Latos"},{"full_name":"Kühn, Arno","first_name":"Arno","last_name":"Kühn"},{"id":"16190","first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman"}],"publication_identifier":{"issn":["2511-0896","0947-0085"]},"title":"Soziotechnische Gestaltung einer intelligenten Personaleinsatzplanung","year":"2023","department":[{"_id":"563"}],"keyword":["Management Science and Operations Research","Strategy and Management","General Engineering"],"type":"journal_article","date_created":"2023-10-06T07:28:04Z","abstract":[{"text":"<jats:title>Abstract</jats:title>\r\n               <jats:p>In diesem Beitrag wird die soziotechnische Gestaltung einer Intelligenten Personaleinsatzplanung beim Unternehmen Miele &amp; Cie. KG im Rahmen des Leuchtturmprojekts „InTime“ im Kompetenzzentrum Arbeitswelt.Plus beschrieben. Hierzu werden die Durchführung und Auswertung einer Interviewreihe sowie das daraus erarbeitete Soll-Konzept vorgestellt.</jats:p>","lang":"eng"}],"issue":"1-2","publication":"Zeitschrift für wirtschaftlichen Fabrikbetrieb"},{"date_created":"2023-10-06T07:27:01Z","place":"Wiesbaden","department":[{"_id":"563"}],"type":"book_chapter","citation":{"bibtex":"@inbook{Menzefricke_Gabriel_Gundlach_Hobscheidt_Kürpick_Schnasse_Scholtysik_Seif_Koldewey_Dumitrescu_2023, place={Wiesbaden}, title={Soziotechnisches Risikomanagement als Erfolgsfaktor für die Digitale Transformation}, DOI={<a href=\"https://doi.org/10.1007/978-3-658-36634-6_14\">10.1007/978-3-658-36634-6_14</a>}, booktitle={Schwerpunkt Business Model Innovation}, publisher={Springer Fachmedien Wiesbaden}, author={Menzefricke, Jörn Steffen and Gabriel, Stefan and Gundlach, Thomas and Hobscheidt, Daniela and Kürpick, Christian and Schnasse, Felix and Scholtysik, Michel and Seif, Heiko and Koldewey, Christian and Dumitrescu, Roman}, year={2023} }","ama":"Menzefricke JS, Gabriel S, Gundlach T, et al. Soziotechnisches Risikomanagement als Erfolgsfaktor für die Digitale Transformation. In: <i>Schwerpunkt Business Model Innovation</i>. Springer Fachmedien Wiesbaden; 2023. doi:<a href=\"https://doi.org/10.1007/978-3-658-36634-6_14\">10.1007/978-3-658-36634-6_14</a>","mla":"Menzefricke, Jörn Steffen, et al. “Soziotechnisches Risikomanagement Als Erfolgsfaktor Für Die Digitale Transformation.” <i>Schwerpunkt Business Model Innovation</i>, Springer Fachmedien Wiesbaden, 2023, doi:<a href=\"https://doi.org/10.1007/978-3-658-36634-6_14\">10.1007/978-3-658-36634-6_14</a>.","short":"J.S. Menzefricke, S. Gabriel, T. Gundlach, D. Hobscheidt, C. Kürpick, F. Schnasse, M. Scholtysik, H. Seif, C. Koldewey, R. Dumitrescu, in: Schwerpunkt Business Model Innovation, Springer Fachmedien Wiesbaden, Wiesbaden, 2023.","chicago":"Menzefricke, Jörn Steffen, Stefan Gabriel, Thomas Gundlach, Daniela Hobscheidt, Christian Kürpick, Felix Schnasse, Michel Scholtysik, Heiko Seif, Christian Koldewey, and Roman Dumitrescu. “Soziotechnisches Risikomanagement Als Erfolgsfaktor Für Die Digitale Transformation.” In <i>Schwerpunkt Business Model Innovation</i>. Wiesbaden: Springer Fachmedien Wiesbaden, 2023. <a href=\"https://doi.org/10.1007/978-3-658-36634-6_14\">https://doi.org/10.1007/978-3-658-36634-6_14</a>.","ieee":"J. S. Menzefricke <i>et al.</i>, “Soziotechnisches Risikomanagement als Erfolgsfaktor für die Digitale Transformation,” in <i>Schwerpunkt Business Model Innovation</i>, Wiesbaden: Springer Fachmedien Wiesbaden, 2023.","apa":"Menzefricke, J. S., Gabriel, S., Gundlach, T., Hobscheidt, D., Kürpick, C., Schnasse, F., Scholtysik, M., Seif, H., Koldewey, C., &#38; Dumitrescu, R. (2023). Soziotechnisches Risikomanagement als Erfolgsfaktor für die Digitale Transformation. In <i>Schwerpunkt Business Model Innovation</i>. Springer Fachmedien Wiesbaden. <a href=\"https://doi.org/10.1007/978-3-658-36634-6_14\">https://doi.org/10.1007/978-3-658-36634-6_14</a>"},"publication":"Schwerpunkt Business Model Innovation","_id":"47797","language":[{"iso":"eng"}],"publisher":"Springer Fachmedien Wiesbaden","user_id":"15782","doi":"10.1007/978-3-658-36634-6_14","publication_identifier":{"issn":["2569-2348","2569-4944"],"isbn":["9783658366339","9783658366346"]},"author":[{"id":"29799","first_name":"Jörn Steffen","last_name":"Menzefricke","full_name":"Menzefricke, Jörn Steffen"},{"first_name":"Stefan","last_name":"Gabriel","full_name":"Gabriel, Stefan"},{"first_name":"Thomas","last_name":"Gundlach","full_name":"Gundlach, Thomas"},{"full_name":"Hobscheidt, Daniela","first_name":"Daniela","last_name":"Hobscheidt"},{"last_name":"Kürpick","first_name":"Christian","full_name":"Kürpick, Christian"},{"full_name":"Schnasse, Felix","last_name":"Schnasse","first_name":"Felix"},{"first_name":"Michel","last_name":"Scholtysik","full_name":"Scholtysik, Michel","id":"50562"},{"last_name":"Seif","first_name":"Heiko","full_name":"Seif, Heiko"},{"id":"43136","full_name":"Koldewey, Christian","last_name":"Koldewey","first_name":"Christian","orcid":"https://orcid.org/0000-0001-7992-6399"},{"id":"16190","full_name":"Dumitrescu, Roman","first_name":"Roman","last_name":"Dumitrescu"}],"title":"Soziotechnisches Risikomanagement als Erfolgsfaktor für die Digitale Transformation","status":"public","year":"2023","publication_status":"published","date_updated":"2023-10-06T07:39:32Z"},{"user_id":"15782","_id":"47799","language":[{"iso":"eng"}],"publisher":"GfA, Sankt Augustin","date_updated":"2023-10-06T07:37:45Z","author":[{"last_name":"Bentler","first_name":"Dominik","full_name":"Bentler, Dominik"},{"first_name":"Stefan","last_name":"Gabriel","full_name":"Gabriel, Stefan"},{"first_name":"Benedikt A.","last_name":"Latos","full_name":"Latos, Benedikt A."},{"last_name":"Dietrich","first_name":"Oliver ","full_name":"Dietrich, Oliver "},{"last_name":"Dumitrescu","first_name":"Roman","full_name":"Dumitrescu, Roman","id":"16190"},{"last_name":"Maier","first_name":"Günter W.","full_name":"Maier, Günter W."}],"status":"public","title":"Partizipatives Gestaltungsvorgehen bei der Einführung künstlicher Intelligenz in produzierenden Unternehmen","year":"2023","department":[{"_id":"563"}],"type":"conference","date_created":"2023-10-06T07:37:19Z","citation":{"mla":"Bentler, Dominik, et al. “Partizipatives Gestaltungsvorgehen Bei Der Einführung Künstlicher Intelligenz in Produzierenden Unternehmen.” <i>GfA-Frühjahrskongress 2023</i>, GfA, Sankt Augustin, 2023.","ama":"Bentler D, Gabriel S, Latos BA, Dietrich O, Dumitrescu R, Maier GW. Partizipatives Gestaltungsvorgehen bei der Einführung künstlicher Intelligenz in produzierenden Unternehmen. In: <i>GfA-Frühjahrskongress 2023</i>. GfA, Sankt Augustin; 2023.","bibtex":"@inproceedings{Bentler_Gabriel_Latos_Dietrich_Dumitrescu_Maier_2023, title={Partizipatives Gestaltungsvorgehen bei der Einführung künstlicher Intelligenz in produzierenden Unternehmen}, booktitle={GfA-Frühjahrskongress 2023}, publisher={GfA, Sankt Augustin}, author={Bentler, Dominik and Gabriel, Stefan and Latos, Benedikt A. and Dietrich, Oliver  and Dumitrescu, Roman and Maier, Günter W.}, year={2023} }","apa":"Bentler, D., Gabriel, S., Latos, B. A., Dietrich, O., Dumitrescu, R., &#38; Maier, G. W. (2023). Partizipatives Gestaltungsvorgehen bei der Einführung künstlicher Intelligenz in produzierenden Unternehmen. <i>GfA-Frühjahrskongress 2023</i>.","ieee":"D. Bentler, S. Gabriel, B. A. Latos, O. Dietrich, R. Dumitrescu, and G. W. Maier, “Partizipatives Gestaltungsvorgehen bei der Einführung künstlicher Intelligenz in produzierenden Unternehmen,” 2023.","chicago":"Bentler, Dominik, Stefan Gabriel, Benedikt A. Latos, Oliver  Dietrich, Roman Dumitrescu, and Günter W. Maier. “Partizipatives Gestaltungsvorgehen Bei Der Einführung Künstlicher Intelligenz in Produzierenden Unternehmen.” In <i>GfA-Frühjahrskongress 2023</i>. GfA, Sankt Augustin, 2023.","short":"D. Bentler, S. Gabriel, B.A. Latos, O. Dietrich, R. Dumitrescu, G.W. 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König, <i>On the Membership and Correctness Problem for State Serializability and Value Opacity</i>. 2023.","apa":"König, J. (2023). <i>On the Membership and Correctness Problem for State Serializability and Value Opacity</i>.","short":"J. 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(2023). <i>XCS for Self-awareness in Autonomous Computing Systems</i>.","ieee":"T. Hansmeier, <i>XCS for Self-awareness in Autonomous Computing Systems</i>. 2023.","chicago":"Hansmeier, Tim. <i>XCS for Self-Awareness in Autonomous Computing Systems</i>, 2023.","short":"T. 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In order to further investigate its complexity\r\nand the potential of quantum algorithms for quantum chemistry, Gharibian and Le\r\nGall (STOC 2022) recently introduced the guided local Hamiltonian problem\r\n(GLH), which is a variant of the local Hamiltonian problem where an\r\napproximation of a ground state is given as an additional input. Gharibian and\r\nLe Gall showed quantum advantage (more precisely, BQP-completeness) for GLH\r\nwith $6$-local Hamiltonians when the guiding vector has overlap\r\n(inverse-polynomially) close to 1/2 with a ground state. In this paper, we\r\noptimally improve both the locality and the overlap parameters: we show that\r\nthis quantum advantage (BQP-completeness) persists even with 2-local\r\nHamiltonians, and even when the guiding vector has overlap\r\n(inverse-polynomially) close to 1 with a ground state. Moreover, we show that\r\nthe quantum advantage also holds for 2-local physically motivated Hamiltonians\r\non a 2D square lattice. This makes a further step towards establishing\r\npractical quantum advantage in quantum chemistry."}],"publication":"Proceedings of the 50th EATCS International Colloquium on Automata, Languages and Programming (ICALP)","issue":"32","user_id":"71541","volume":261,"page":"1-19","_id":"32407","status":"public","external_id":{"arxiv":["2207.10250"]},"citation":{"ama":"Gharibian S, Hayakawa R, Gall FL, Morimae T. Improved Hardness Results for the Guided Local Hamiltonian Problem. In: <i>Proceedings of the 50th EATCS International Colloquium on Automata, Languages and Programming (ICALP)</i>. Vol 261. ; 2023:1-19. doi:<a href=\"https://doi.org/10.4230/LIPIcs.ICALP.2023.32\">10.4230/LIPIcs.ICALP.2023.32</a>","short":"S. Gharibian, R. Hayakawa, F.L. Gall, T. 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L., &#38; Morimae, T. (2023). Improved Hardness Results for the Guided Local Hamiltonian Problem. <i>Proceedings of the 50th EATCS International Colloquium on Automata, Languages and Programming (ICALP)</i>, <i>261</i>(32), 1–19. <a href=\"https://doi.org/10.4230/LIPIcs.ICALP.2023.32\">https://doi.org/10.4230/LIPIcs.ICALP.2023.32</a>","ieee":"S. Gharibian, R. Hayakawa, F. L. Gall, and T. Morimae, “Improved Hardness Results for the Guided Local Hamiltonian Problem,” in <i>Proceedings of the 50th EATCS International Colloquium on Automata, Languages and Programming (ICALP)</i>, 2023, vol. 261, no. 32, pp. 1–19, doi: <a href=\"https://doi.org/10.4230/LIPIcs.ICALP.2023.32\">10.4230/LIPIcs.ICALP.2023.32</a>."}},{"status":"public","_id":"48051","publisher":"Elsevier BV","page":"693-698","volume":119,"user_id":"15782","citation":{"chicago":"Humpert, Lynn, Moritz Wäschle, Sarah Horstmeyer, Harald Anacker, Roman Dumitrescu, and Albert Albers. “Stakeholder-Oriented Elaboration of Artificial Intelligence Use Cases Using the Example of Special-Purpose Engineering.” <i>Procedia CIRP</i> 119 (2023): 693–98. <a href=\"https://doi.org/10.1016/j.procir.2023.02.160\">https://doi.org/10.1016/j.procir.2023.02.160</a>.","short":"L. Humpert, M. Wäschle, S. Horstmeyer, H. Anacker, R. Dumitrescu, A. Albers, Procedia CIRP 119 (2023) 693–698.","apa":"Humpert, L., Wäschle, M., Horstmeyer, S., Anacker, H., Dumitrescu, R., &#38; Albers, A. (2023). Stakeholder-oriented Elaboration of Artificial Intelligence use cases using the example of Special-Purpose engineering. <i>Procedia CIRP</i>, <i>119</i>, 693–698. <a href=\"https://doi.org/10.1016/j.procir.2023.02.160\">https://doi.org/10.1016/j.procir.2023.02.160</a>","ieee":"L. Humpert, M. Wäschle, S. Horstmeyer, H. Anacker, R. Dumitrescu, and A. Albers, “Stakeholder-oriented Elaboration of Artificial Intelligence use cases using the example of Special-Purpose engineering,” <i>Procedia CIRP</i>, vol. 119, pp. 693–698, 2023, doi: <a href=\"https://doi.org/10.1016/j.procir.2023.02.160\">10.1016/j.procir.2023.02.160</a>.","ama":"Humpert L, Wäschle M, Horstmeyer S, Anacker H, Dumitrescu R, Albers A. Stakeholder-oriented Elaboration of Artificial Intelligence use cases using the example of Special-Purpose engineering. <i>Procedia CIRP</i>. 2023;119:693-698. doi:<a href=\"https://doi.org/10.1016/j.procir.2023.02.160\">10.1016/j.procir.2023.02.160</a>","bibtex":"@article{Humpert_Wäschle_Horstmeyer_Anacker_Dumitrescu_Albers_2023, title={Stakeholder-oriented Elaboration of Artificial Intelligence use cases using the example of Special-Purpose engineering}, volume={119}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2023.02.160\">10.1016/j.procir.2023.02.160</a>}, journal={Procedia CIRP}, publisher={Elsevier BV}, author={Humpert, Lynn and Wäschle, Moritz and Horstmeyer, Sarah and Anacker, Harald and Dumitrescu, Roman and Albers, Albert}, year={2023}, pages={693–698} }","mla":"Humpert, Lynn, et al. “Stakeholder-Oriented Elaboration of Artificial Intelligence Use Cases Using the Example of Special-Purpose Engineering.” <i>Procedia CIRP</i>, vol. 119, Elsevier BV, 2023, pp. 693–98, doi:<a href=\"https://doi.org/10.1016/j.procir.2023.02.160\">10.1016/j.procir.2023.02.160</a>."},"publication_identifier":{"issn":["2212-8271"]},"author":[{"last_name":"Humpert","first_name":"Lynn","full_name":"Humpert, Lynn"},{"last_name":"Wäschle","first_name":"Moritz","full_name":"Wäschle, Moritz"},{"full_name":"Horstmeyer, Sarah","last_name":"Horstmeyer","first_name":"Sarah"},{"first_name":"Harald","last_name":"Anacker","full_name":"Anacker, Harald"},{"id":"16190","full_name":"Dumitrescu, Roman","first_name":"Roman","last_name":"Dumitrescu"},{"last_name":"Albers","first_name":"Albert","full_name":"Albers, Albert"}],"title":"Stakeholder-oriented Elaboration of Artificial Intelligence use cases using the example of Special-Purpose engineering","year":"2023","intvolume":"       119","date_updated":"2023-10-13T08:12:10Z","publication_status":"published","language":[{"iso":"eng"}],"doi":"10.1016/j.procir.2023.02.160","publication":"Procedia CIRP","date_created":"2023-10-13T08:11:46Z","department":[{"_id":"563"}],"keyword":["General Medicine"],"type":"journal_article"},{"publication":"IEEE Open Journal of the Industrial Electronics Society","citation":{"apa":"Winkel, F., Wallscheid, O., Scholz, P., &#38; Böcker, J. (2023). Pseudo-Labeling Machine Learning Algorithm for Predictive Maintenance of Relays. <i>IEEE Open Journal of the Industrial Electronics Society</i>, 1–14. <a href=\"https://doi.org/10.1109/ojies.2023.3323870\">https://doi.org/10.1109/ojies.2023.3323870</a>","ieee":"F. Winkel, O. Wallscheid, P. Scholz, and J. Böcker, “Pseudo-Labeling Machine Learning Algorithm for Predictive Maintenance of Relays,” <i>IEEE Open Journal of the Industrial Electronics Society</i>, pp. 1–14, 2023, doi: <a href=\"https://doi.org/10.1109/ojies.2023.3323870\">10.1109/ojies.2023.3323870</a>.","chicago":"Winkel, Fabian, Oliver Wallscheid, Peter Scholz, and Joachim Böcker. “Pseudo-Labeling Machine Learning Algorithm for Predictive Maintenance of Relays.” <i>IEEE Open Journal of the Industrial Electronics Society</i>, 2023, 1–14. <a href=\"https://doi.org/10.1109/ojies.2023.3323870\">https://doi.org/10.1109/ojies.2023.3323870</a>.","short":"F. Winkel, O. Wallscheid, P. Scholz, J. Böcker, IEEE Open Journal of the Industrial Electronics Society (2023) 1–14.","mla":"Winkel, Fabian, et al. “Pseudo-Labeling Machine Learning Algorithm for Predictive Maintenance of Relays.” <i>IEEE Open Journal of the Industrial Electronics Society</i>, Institute of Electrical and Electronics Engineers (IEEE), 2023, pp. 1–14, doi:<a href=\"https://doi.org/10.1109/ojies.2023.3323870\">10.1109/ojies.2023.3323870</a>.","ama":"Winkel F, Wallscheid O, Scholz P, Böcker J. Pseudo-Labeling Machine Learning Algorithm for Predictive Maintenance of Relays. <i>IEEE Open Journal of the Industrial Electronics Society</i>. Published online 2023:1-14. doi:<a href=\"https://doi.org/10.1109/ojies.2023.3323870\">10.1109/ojies.2023.3323870</a>","bibtex":"@article{Winkel_Wallscheid_Scholz_Böcker_2023, title={Pseudo-Labeling Machine Learning Algorithm for Predictive Maintenance of Relays}, DOI={<a href=\"https://doi.org/10.1109/ojies.2023.3323870\">10.1109/ojies.2023.3323870</a>}, journal={IEEE Open Journal of the Industrial Electronics Society}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Winkel, Fabian and Wallscheid, Oliver and Scholz, Peter and Böcker, Joachim}, year={2023}, pages={1–14} }"},"type":"journal_article","keyword":["Electrical and Electronic Engineering","Industrial and Manufacturing Engineering","Control and Systems Engineering"],"department":[{"_id":"52"}],"date_created":"2023-10-14T12:03:38Z","publication_status":"published","date_updated":"2023-10-14T12:16:35Z","title":"Pseudo-Labeling Machine Learning Algorithm for Predictive Maintenance of Relays","year":"2023","status":"public","author":[{"last_name":"Winkel","first_name":"Fabian","full_name":"Winkel, Fabian"},{"id":"11291","last_name":"Wallscheid","first_name":"Oliver","orcid":"https://orcid.org/0000-0001-9362-8777","full_name":"Wallscheid, Oliver"},{"full_name":"Scholz, Peter","first_name":"Peter","last_name":"Scholz"},{"id":"66","orcid":"0000-0002-8480-7295","first_name":"Joachim","last_name":"Böcker","full_name":"Böcker, Joachim"}],"publication_identifier":{"issn":["2644-1284"]},"user_id":"66","doi":"10.1109/ojies.2023.3323870","page":"1-14","_id":"48059","publisher":"Institute of Electrical and Electronics Engineers (IEEE)","language":[{"iso":"eng"}]},{"user_id":"66","doi":"10.1109/tr.2023.3255786","_id":"48058","publisher":"Institute of Electrical and Electronics Engineers (IEEE)","language":[{"iso":"eng"}],"page":"1-14","publication_status":"published","date_updated":"2023-10-14T12:16:48Z","author":[{"last_name":"Winkel","first_name":"Fabian","full_name":"Winkel, Fabian"},{"full_name":"Deuse-Kleinsteuber, Johannes","first_name":"Johannes","last_name":"Deuse-Kleinsteuber"},{"id":"66","full_name":"Böcker, Joachim","orcid":"0000-0002-8480-7295","first_name":"Joachim","last_name":"Böcker"}],"publication_identifier":{"issn":["0018-9529","1558-1721"]},"year":"2023","status":"public","title":"Run-to-Failure Relay Dataset for Predictive Maintenance Research With Machine Learning","department":[{"_id":"52"}],"keyword":["Electrical and Electronic Engineering","Safety","Risk","Reliability and Quality"],"type":"journal_article","date_created":"2023-10-14T12:01:41Z","citation":{"ama":"Winkel F, Deuse-Kleinsteuber J, Böcker J. Run-to-Failure Relay Dataset for Predictive Maintenance Research With Machine Learning. <i>IEEE Transactions on Reliability</i>. Published online 2023:1-14. doi:<a href=\"https://doi.org/10.1109/tr.2023.3255786\">10.1109/tr.2023.3255786</a>","bibtex":"@article{Winkel_Deuse-Kleinsteuber_Böcker_2023, title={Run-to-Failure Relay Dataset for Predictive Maintenance Research With Machine Learning}, DOI={<a href=\"https://doi.org/10.1109/tr.2023.3255786\">10.1109/tr.2023.3255786</a>}, journal={IEEE Transactions on Reliability}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Winkel, Fabian and Deuse-Kleinsteuber, Johannes and Böcker, Joachim}, year={2023}, pages={1–14} }","mla":"Winkel, Fabian, et al. “Run-to-Failure Relay Dataset for Predictive Maintenance Research With Machine Learning.” <i>IEEE Transactions on Reliability</i>, Institute of Electrical and Electronics Engineers (IEEE), 2023, pp. 1–14, doi:<a href=\"https://doi.org/10.1109/tr.2023.3255786\">10.1109/tr.2023.3255786</a>.","short":"F. Winkel, J. Deuse-Kleinsteuber, J. Böcker, IEEE Transactions on Reliability (2023) 1–14.","chicago":"Winkel, Fabian, Johannes Deuse-Kleinsteuber, and Joachim Böcker. “Run-to-Failure Relay Dataset for Predictive Maintenance Research With Machine Learning.” <i>IEEE Transactions on Reliability</i>, 2023, 1–14. <a href=\"https://doi.org/10.1109/tr.2023.3255786\">https://doi.org/10.1109/tr.2023.3255786</a>.","apa":"Winkel, F., Deuse-Kleinsteuber, J., &#38; Böcker, J. (2023). Run-to-Failure Relay Dataset for Predictive Maintenance Research With Machine Learning. <i>IEEE Transactions on Reliability</i>, 1–14. <a href=\"https://doi.org/10.1109/tr.2023.3255786\">https://doi.org/10.1109/tr.2023.3255786</a>","ieee":"F. Winkel, J. Deuse-Kleinsteuber, and J. Böcker, “Run-to-Failure Relay Dataset for Predictive Maintenance Research With Machine Learning,” <i>IEEE Transactions on Reliability</i>, pp. 1–14, 2023, doi: <a href=\"https://doi.org/10.1109/tr.2023.3255786\">10.1109/tr.2023.3255786</a>."},"publication":"IEEE Transactions on Reliability"},{"title":"Neural Networks as Black-Box Benchmark Functions Optimized for Exploratory Landscape Features","year":"2023","publication_identifier":{"isbn":["9798400702020"]},"author":[{"full_name":"Prager, Raphael Patrick","last_name":"Prager","first_name":"Raphael Patrick"},{"full_name":"Dietrich, Konstantin","last_name":"Dietrich","first_name":"Konstantin"},{"last_name":"Schneider","first_name":"Lennart","full_name":"Schneider, Lennart"},{"first_name":"Lennart","last_name":"Schäpermeier","full_name":"Schäpermeier, Lennart"},{"full_name":"Bischl, Bernd","first_name":"Bernd","last_name":"Bischl"},{"full_name":"Kerschke, Pascal","first_name":"Pascal","last_name":"Kerschke"},{"full_name":"Trautmann, Heike","last_name":"Trautmann","orcid":"0000-0002-9788-8282","first_name":"Heike","id":"100740"},{"full_name":"Mersmann, Olaf","first_name":"Olaf","last_name":"Mersmann"}],"date_updated":"2023-10-16T12:33:02Z","language":[{"iso":"eng"}],"series_title":"FOGA ’23","doi":"10.1145/3594805.3607136","publication":"Proceedings of the 17th ACM/SIGEVO Conference on Foundations of Genetic Algorithms","abstract":[{"lang":"eng","text":"Artificial benchmark functions are commonly used in optimization research because of their ability to rapidly evaluate potential solutions, making them a preferred substitute for real-world problems. However, these benchmark functions have faced criticism for their limited resemblance to real-world problems. In response, recent research has focused on automatically generating new benchmark functions for areas where established test suites are inadequate. These approaches have limitations, such as the difficulty of generating new benchmark functions that exhibit exploratory landscape analysis (ELA) features beyond those of existing benchmarks.The objective of this work is to develop a method for generating benchmark functions for single-objective continuous optimization with user-specified structural properties. Specifically, we aim to demonstrate a proof of concept for a method that uses an ELA feature vector to specify these properties in advance. To achieve this, we begin by generating a random sample of decision space variables and objective values. We then adjust the objective values using CMA-ES until the corresponding features of our new problem match the predefined ELA features within a specified threshold. By iteratively transforming the landscape in this way, we ensure that the resulting function exhibits the desired properties. To create the final function, we use the resulting point cloud as training data for a simple neural network that produces a function exhibiting the target ELA features. We demonstrate the effectiveness of this approach by replicating the existing functions of the well-known BBOB suite and creating new functions with ELA feature values that are not present in BBOB."}],"date_created":"2023-09-27T15:43:17Z","keyword":["Benchmarking","Instance Generator","Black-Box Continuous Optimization","Exploratory Landscape Analysis","Neural Networks"],"type":"conference","department":[{"_id":"34"},{"_id":"819"}],"status":"public","page":"129–139","_id":"47522","publisher":"Association for Computing Machinery","user_id":"15504","citation":{"mla":"Prager, Raphael Patrick, et al. “Neural Networks as Black-Box Benchmark Functions Optimized for Exploratory Landscape Features.” <i>Proceedings of the 17th ACM/SIGEVO Conference on Foundations of Genetic Algorithms</i>, Association for Computing Machinery, 2023, pp. 129–139, doi:<a href=\"https://doi.org/10.1145/3594805.3607136\">10.1145/3594805.3607136</a>.","bibtex":"@inproceedings{Prager_Dietrich_Schneider_Schäpermeier_Bischl_Kerschke_Trautmann_Mersmann_2023, place={New York, NY, USA}, series={FOGA ’23}, title={Neural Networks as Black-Box Benchmark Functions Optimized for Exploratory Landscape Features}, DOI={<a href=\"https://doi.org/10.1145/3594805.3607136\">10.1145/3594805.3607136</a>}, booktitle={Proceedings of the 17th ACM/SIGEVO Conference on Foundations of Genetic Algorithms}, publisher={Association for Computing Machinery}, author={Prager, Raphael Patrick and Dietrich, Konstantin and Schneider, Lennart and Schäpermeier, Lennart and Bischl, Bernd and Kerschke, Pascal and Trautmann, Heike and Mersmann, Olaf}, year={2023}, pages={129–139}, collection={FOGA ’23} }","ama":"Prager RP, Dietrich K, Schneider L, et al. Neural Networks as Black-Box Benchmark Functions Optimized for Exploratory Landscape Features. In: <i>Proceedings of the 17th ACM/SIGEVO Conference on Foundations of Genetic Algorithms</i>. FOGA ’23. Association for Computing Machinery; 2023:129–139. doi:<a href=\"https://doi.org/10.1145/3594805.3607136\">10.1145/3594805.3607136</a>","ieee":"R. P. Prager <i>et al.</i>, “Neural Networks as Black-Box Benchmark Functions Optimized for Exploratory Landscape Features,” in <i>Proceedings of the 17th ACM/SIGEVO Conference on Foundations of Genetic Algorithms</i>, 2023, pp. 129–139, doi: <a href=\"https://doi.org/10.1145/3594805.3607136\">10.1145/3594805.3607136</a>.","apa":"Prager, R. P., Dietrich, K., Schneider, L., Schäpermeier, L., Bischl, B., Kerschke, P., Trautmann, H., &#38; Mersmann, O. (2023). Neural Networks as Black-Box Benchmark Functions Optimized for Exploratory Landscape Features. <i>Proceedings of the 17th ACM/SIGEVO Conference on Foundations of Genetic Algorithms</i>, 129–139. <a href=\"https://doi.org/10.1145/3594805.3607136\">https://doi.org/10.1145/3594805.3607136</a>","short":"R.P. Prager, K. Dietrich, L. Schneider, L. Schäpermeier, B. Bischl, P. Kerschke, H. Trautmann, O. Mersmann, in: Proceedings of the 17th ACM/SIGEVO Conference on Foundations of Genetic Algorithms, Association for Computing Machinery, New York, NY, USA, 2023, pp. 129–139.","chicago":"Prager, Raphael Patrick, Konstantin Dietrich, Lennart Schneider, Lennart Schäpermeier, Bernd Bischl, Pascal Kerschke, Heike Trautmann, and Olaf Mersmann. “Neural Networks as Black-Box Benchmark Functions Optimized for Exploratory Landscape Features.” In <i>Proceedings of the 17th ACM/SIGEVO Conference on Foundations of Genetic Algorithms</i>, 129–139. FOGA ’23. New York, NY, USA: Association for Computing Machinery, 2023. <a href=\"https://doi.org/10.1145/3594805.3607136\">https://doi.org/10.1145/3594805.3607136</a>."},"place":"New York, NY, USA"},{"department":[{"_id":"819"},{"_id":"34"}],"type":"conference","date_created":"2023-08-04T06:54:22Z","place":"Cham","abstract":[{"lang":"eng","text":"Exploratory landscape analysis (ELA) in single-objective black-box optimization relies on a comprehensive and large set of numerical features characterizing problem instances. Those foster problem understanding and serve as basis for constructing automated algorithm selection models choosing the best suited algorithm for a problem at hand based on the aforementioned features computed prior to optimization. This work specifically points to the sensitivity of a substantial proportion of these features to absolute objective values, i.e., we observe a lack of shift and scale invariance. We show that this unfortunately induces bias within automated algorithm selection models, an overfitting to specific benchmark problem sets used for training and thereby hinders generalization capabilities to unseen problems. We tackle these issues by presenting an appropriate objective normalization to be used prior to ELA feature computation and empirically illustrate the respective effectiveness focusing on the BBOB benchmark set."}],"citation":{"apa":"Prager, R. P., &#38; Trautmann, H. (2023). Nullifying the Inherent Bias of Non-invariant Exploratory Landscape Analysis Features. In J. Correia, S. Smith, &#38; R. Qaddoura (Eds.), <i>Applications of Evolutionary Computation</i> (pp. 411–425). Springer Nature Switzerland.","ieee":"R. P. Prager and H. Trautmann, “Nullifying the Inherent Bias of Non-invariant Exploratory Landscape Analysis Features,” in <i>Applications of Evolutionary Computation</i>, 2023, pp. 411–425.","short":"R.P. Prager, H. Trautmann, in: J. Correia, S. Smith, R. Qaddoura (Eds.), Applications of Evolutionary Computation, Springer Nature Switzerland, Cham, 2023, pp. 411–425.","chicago":"Prager, Raphael Patrick, and Heike Trautmann. “Nullifying the Inherent Bias of Non-Invariant Exploratory Landscape Analysis Features.” In <i>Applications of Evolutionary Computation</i>, edited by João Correia, Stephen Smith, and Raneem Qaddoura, 411–425. Cham: Springer Nature Switzerland, 2023.","mla":"Prager, Raphael Patrick, and Heike Trautmann. “Nullifying the Inherent Bias of Non-Invariant Exploratory Landscape Analysis Features.” <i>Applications of Evolutionary Computation</i>, edited by João Correia et al., Springer Nature Switzerland, 2023, pp. 411–425.","ama":"Prager RP, Trautmann H. Nullifying the Inherent Bias of Non-invariant Exploratory Landscape Analysis Features. In: Correia J, Smith S, Qaddoura R, eds. <i>Applications of Evolutionary Computation</i>. Springer Nature Switzerland; 2023:411–425.","bibtex":"@inproceedings{Prager_Trautmann_2023, place={Cham}, title={Nullifying the Inherent Bias of Non-invariant Exploratory Landscape Analysis Features}, booktitle={Applications of Evolutionary Computation}, publisher={Springer Nature Switzerland}, author={Prager, Raphael Patrick and Trautmann, Heike}, editor={Correia, João and Smith, Stephen and Qaddoura, Raneem}, year={2023}, pages={411–425} }"},"publication":"Applications of Evolutionary Computation","editor":[{"full_name":"Correia, João","first_name":"João","last_name":"Correia"},{"full_name":"Smith, Stephen","first_name":"Stephen","last_name":"Smith"},{"first_name":"Raneem","last_name":"Qaddoura","full_name":"Qaddoura, Raneem"}],"user_id":"15504","language":[{"iso":"eng"}],"_id":"46297","publisher":"Springer Nature Switzerland","page":"411–425","date_updated":"2023-10-16T12:36:45Z","publication_identifier":{"isbn":["978-3-031-30229-9"]},"author":[{"full_name":"Prager, Raphael Patrick","first_name":"Raphael Patrick","last_name":"Prager"},{"full_name":"Trautmann, Heike","orcid":"0000-0002-9788-8282","first_name":"Heike","last_name":"Trautmann","id":"100740"}],"year":"2023","title":"Nullifying the Inherent Bias of Non-invariant Exploratory Landscape Analysis Features","status":"public"},{"editor":[{"last_name":"Emmerich","first_name":"Michael","full_name":"Emmerich, Michael"},{"full_name":"Deutz, André","last_name":"Deutz","first_name":"André"},{"full_name":"Wang, Hao","last_name":"Wang","first_name":"Hao"},{"first_name":"Anna V.","last_name":"Kononova","full_name":"Kononova, Anna V."},{"last_name":"Naujoks","first_name":"Boris","full_name":"Naujoks, Boris"},{"full_name":"Li, Ke","first_name":"Ke","last_name":"Li"},{"first_name":"Kaisa","last_name":"Miettinen","full_name":"Miettinen, Kaisa"},{"full_name":"Yevseyeva, Iryna","first_name":"Iryna","last_name":"Yevseyeva"}],"user_id":"15504","publisher":"Springer Nature Switzerland","_id":"46298","language":[{"iso":"eng"}],"page":"291–304","date_updated":"2023-10-16T12:36:17Z","publication_identifier":{"isbn":["978-3-031-27250-9"]},"author":[{"first_name":"Lennart","last_name":"Schäpermeier","full_name":"Schäpermeier, Lennart"},{"last_name":"Kerschke","first_name":"Pascal","full_name":"Kerschke, Pascal"},{"full_name":"Grimme, Christian","first_name":"Christian","last_name":"Grimme"},{"last_name":"Trautmann","orcid":"0000-0002-9788-8282","first_name":"Heike","full_name":"Trautmann, Heike","id":"100740"}],"status":"public","title":"Peak-A-Boo! Generating Multi-objective Multiple Peaks Benchmark Problems with Precise Pareto Sets","year":"2023","department":[{"_id":"819"},{"_id":"34"}],"type":"conference","place":"Cham","date_created":"2023-08-04T06:56:10Z","abstract":[{"lang":"eng","text":"The design and choice of benchmark suites are ongoing topics of discussion in the multi-objective optimization community. Some suites provide a good understanding of their Pareto sets and fronts, such as the well-known DTLZ and ZDT problems. However, they lack diversity in their landscape properties and do not provide a mechanism for creating multiple distinct problem instances. Other suites, like bi-objective BBOB, possess diverse and challenging landscape properties, but their optima are not well understood and can only be approximated empirically without any guarantees."}],"citation":{"apa":"Schäpermeier, L., Kerschke, P., Grimme, C., &#38; Trautmann, H. (2023). Peak-A-Boo! Generating Multi-objective Multiple Peaks Benchmark Problems with Precise Pareto Sets. In M. Emmerich, A. Deutz, H. Wang, A. V. Kononova, B. Naujoks, K. Li, K. Miettinen, &#38; I. Yevseyeva (Eds.), <i>Evolutionary Multi-Criterion Optimization</i> (pp. 291–304). Springer Nature Switzerland.","ieee":"L. Schäpermeier, P. Kerschke, C. Grimme, and H. Trautmann, “Peak-A-Boo! Generating Multi-objective Multiple Peaks Benchmark Problems with Precise Pareto Sets,” in <i>Evolutionary Multi-Criterion Optimization</i>, 2023, pp. 291–304.","chicago":"Schäpermeier, Lennart, Pascal Kerschke, Christian Grimme, and Heike Trautmann. “Peak-A-Boo! Generating Multi-Objective Multiple Peaks Benchmark Problems with Precise Pareto Sets.” In <i>Evolutionary Multi-Criterion Optimization</i>, edited by Michael Emmerich, André Deutz, Hao Wang, Anna V. Kononova, Boris Naujoks, Ke Li, Kaisa Miettinen, and Iryna Yevseyeva, 291–304. Cham: Springer Nature Switzerland, 2023.","short":"L. Schäpermeier, P. Kerschke, C. Grimme, H. Trautmann, in: M. Emmerich, A. Deutz, H. Wang, A.V. Kononova, B. Naujoks, K. Li, K. Miettinen, I. Yevseyeva (Eds.), Evolutionary Multi-Criterion Optimization, Springer Nature Switzerland, Cham, 2023, pp. 291–304.","mla":"Schäpermeier, Lennart, et al. “Peak-A-Boo! Generating Multi-Objective Multiple Peaks Benchmark Problems with Precise Pareto Sets.” <i>Evolutionary Multi-Criterion Optimization</i>, edited by Michael Emmerich et al., Springer Nature Switzerland, 2023, pp. 291–304.","ama":"Schäpermeier L, Kerschke P, Grimme C, Trautmann H. Peak-A-Boo! Generating Multi-objective Multiple Peaks Benchmark Problems with Precise Pareto Sets. In: Emmerich M, Deutz A, Wang H, et al., eds. <i>Evolutionary Multi-Criterion Optimization</i>. Springer Nature Switzerland; 2023:291–304.","bibtex":"@inproceedings{Schäpermeier_Kerschke_Grimme_Trautmann_2023, place={Cham}, title={Peak-A-Boo! Generating Multi-objective Multiple Peaks Benchmark Problems with Precise Pareto Sets}, booktitle={Evolutionary Multi-Criterion Optimization}, publisher={Springer Nature Switzerland}, author={Schäpermeier, Lennart and Kerschke, Pascal and Grimme, Christian and Trautmann, Heike}, editor={Emmerich, Michael and Deutz, André and Wang, Hao and Kononova, Anna V. and Naujoks, Boris and Li, Ke and Miettinen, Kaisa and Yevseyeva, Iryna}, year={2023}, pages={291–304} }"},"publication":"Evolutionary Multi-Criterion Optimization"}]