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Smart Service-Transformation mit Geschäftsmodellmustern. <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>. Published online 2021:337-341. doi:<a href=\"https://doi.org/10.1515/zwf-2021-0069\">10.1515/zwf-2021-0069</a>","chicago":"Reinhold, Jannik, Patrick Ködding, Michel Scholtysik, Christian Koldewey, and Roman Dumitrescu. “Smart Service-Transformation mit Geschäftsmodellmustern.” <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>, 2021, 337–41. <a href=\"https://doi.org/10.1515/zwf-2021-0069\">https://doi.org/10.1515/zwf-2021-0069</a>.","ieee":"J. Reinhold, P. Ködding, M. Scholtysik, C. Koldewey, and R. Dumitrescu, “Smart Service-Transformation mit Geschäftsmodellmustern,” <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>, pp. 337–341, 2021, doi: <a href=\"https://doi.org/10.1515/zwf-2021-0069\">10.1515/zwf-2021-0069</a>.","apa":"Reinhold, J., Ködding, P., Scholtysik, M., Koldewey, C., &#38; Dumitrescu, R. (2021). Smart Service-Transformation mit Geschäftsmodellmustern. <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>, 337–341. <a href=\"https://doi.org/10.1515/zwf-2021-0069\">https://doi.org/10.1515/zwf-2021-0069</a>","bibtex":"@article{Reinhold_Ködding_Scholtysik_Koldewey_Dumitrescu_2021, title={Smart Service-Transformation mit Geschäftsmodellmustern}, DOI={<a href=\"https://doi.org/10.1515/zwf-2021-0069\">10.1515/zwf-2021-0069</a>}, journal={Zeitschrift für wirtschaftlichen Fabrikbetrieb}, author={Reinhold, Jannik and Ködding, Patrick and Scholtysik, Michel and Koldewey, Christian and Dumitrescu, Roman}, year={2021}, pages={337–341} }","mla":"Reinhold, Jannik, et al. “Smart Service-Transformation mit Geschäftsmodellmustern.” <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>, 2021, pp. 337–41, doi:<a href=\"https://doi.org/10.1515/zwf-2021-0069\">10.1515/zwf-2021-0069</a>.","short":"J. Reinhold, P. Ködding, M. Scholtysik, C. Koldewey, R. Dumitrescu, Zeitschrift für wirtschaftlichen Fabrikbetrieb (2021) 337–341."},"_id":"26998","department":[{"_id":"563"}],"user_id":"33669","language":[{"iso":"ger"}],"publication":"Zeitschrift für wirtschaftlichen Fabrikbetrieb","type":"journal_article","abstract":[{"lang":"eng","text":"<jats:title>Abstract</jats:title>\r\n               <jats:p>Smart Services sind das Resultat zweier Megatrends: Digitalisierung und Servitisierung. Diese digitalen Dienstleistungen erfordern innovative Geschäftsmodelle, deren Umsetzung jedoch häufig eine Anpassung historisch gewachsener Wertschöpfung produzierender Unternehmen voraussetzt. Wir liefern geeignete Geschäftsmodellmuster zur Entwicklung von Geschäftsmodellen für Smart Services und zeigen, wie produzierende Unternehmen darauf aufbauend die Transformation ihrer Wertschöpfung planen können.</jats:p>"}],"status":"public"},{"status":"public","abstract":[{"text":"Produktentstehung (PE) bezieht sich auf den Prozess der Planung und Entwicklung eines Produkts sowie der damit verbundenen Dienstleistungen von der ersten Idee bis zur Herstellung und zum Vertrieb. Während dieses Prozesses gibt es zahlreiche Aufgaben, die von menschlichem Fachwissen abhängen und typischerweise von erfahrenen Experten übernommen werden. Da sich das Feld der Künstlichen Intelligenz (KI) immer weiterentwickelt und seinen Weg in den Fertigungssektor findet, gibt es viele Möglichkeiten für eine Anwendung von KI, um bei der Lösung der oben genannten Aufgaben zu helfen. In diesem Paper geben wir einen umfassenden Überblick über den aktuellen Stand der Technik des Einsatzes von KI in der PE. \r\nIm Detail analysieren wir 40 bestehende Surveys zu KI in der PE und 94 Case Studies, um herauszufinden, welche Bereiche der PE von der aktuellen Forschung in diesem Bereich vorrangig adressiert werden, wie ausgereift die diskutierten KI-Methoden sind und inwieweit datenzentrierte Ansätze in der aktuellen Forschung genutzt werden.","lang":"ger"},{"lang":"eng","text":"Product Creation (PC) refers to the process of planning and developing a product as well as related services from the initial idea until manufacturing and distribution. Throughout this process, there are numerous tasks that depend on human expertise and are typically undertaken by experienced practitioners. As the field of Artificial Intelligence (AI) continues to evolve and finds its way into the manufacturing sector, there exist many possibilities for an application of AI in order to assist in solving aforementioned tasks. In this work, we provide a comprehensive overview of the current state of the art of the use of AI in PC. \r\nIn detail, we analyze 40 existing surveys on AI in PC and 94 case studies in order to find out which areas of PC are primarily addressed by current research in this field, how mature the discussed AI methods are, and to which extent data-centric approaches are utilized in current research."}],"publication":"Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)","type":"conference","language":[{"iso":"eng"}],"keyword":["Artificial Intelligence Product Creation Literature Review"],"department":[{"_id":"63"},{"_id":"563"},{"_id":"355"},{"_id":"241"}],"user_id":"15415","_id":"23779","citation":{"ieee":"R. Bernijazov <i>et al.</i>, “A Meta-Review on Artificial Intelligence in Product Creation,” presented at the 30th International Joint Conference on Artificial Intelligence (IJCAI 2021) - Workshop “AI and Product Design,” Montreal, Kanada, 2021.","chicago":"Bernijazov, Ruslan, Alexander Dicks, Roman Dumitrescu, Marc Foullois, Jonas Manuel Hanselle, Eyke Hüllermeier, Gökce Karakaya, et al. “A Meta-Review on Artificial Intelligence in Product Creation.” In <i>Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)</i>, 2021.","ama":"Bernijazov R, Dicks A, Dumitrescu R, et al. A Meta-Review on Artificial Intelligence in Product Creation. In: <i>Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)</i>. ; 2021.","apa":"Bernijazov, R., Dicks, A., Dumitrescu, R., Foullois, M., Hanselle, J. M., Hüllermeier, E., Karakaya, G., Ködding, P., Lohweg, V., Malatyali, M., Meyer auf der Heide, F., Panzner, M., &#38; Soltenborn, C. (2021). A Meta-Review on Artificial Intelligence in Product Creation. <i>Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)</i>. 30th International Joint Conference on Artificial Intelligence (IJCAI 2021) - Workshop “AI and Product Design,” Montreal, Kanada.","short":"R. Bernijazov, A. Dicks, R. Dumitrescu, M. Foullois, J.M. Hanselle, E. Hüllermeier, G. Karakaya, P. Ködding, V. Lohweg, M. Malatyali, F. Meyer auf der Heide, M. Panzner, C. Soltenborn, in: Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21), 2021.","mla":"Bernijazov, Ruslan, et al. “A Meta-Review on Artificial Intelligence in Product Creation.” <i>Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)</i>, 2021.","bibtex":"@inproceedings{Bernijazov_Dicks_Dumitrescu_Foullois_Hanselle_Hüllermeier_Karakaya_Ködding_Lohweg_Malatyali_et al._2021, title={A Meta-Review on Artificial Intelligence in Product Creation}, booktitle={Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21)}, author={Bernijazov, Ruslan and Dicks, Alexander and Dumitrescu, Roman and Foullois, Marc and Hanselle, Jonas Manuel and Hüllermeier, Eyke and Karakaya, Gökce and Ködding, Patrick and Lohweg, Volker and Malatyali, Manuel and et al.}, year={2021} }"},"year":"2021","quality_controlled":"1","publication_status":"epub_ahead","conference":{"name":"30th International Joint Conference on Artificial Intelligence (IJCAI 2021) - Workshop \"AI and Product Design\"","start_date":"2021-08-19","end_date":"2021-08-26","location":"Montreal, Kanada"},"main_file_link":[{"url":"https://www.hsu-hh.de/imb/wp-content/uploads/sites/677/2021/08/A-Meta-Review-on-Artificial-Intelligence-in-Product-Creation.pdf"}],"title":"A Meta-Review on Artificial Intelligence in Product Creation","date_created":"2021-09-06T08:23:45Z","author":[{"last_name":"Bernijazov","full_name":"Bernijazov, Ruslan","first_name":"Ruslan"},{"first_name":"Alexander","full_name":"Dicks, Alexander","last_name":"Dicks"},{"last_name":"Dumitrescu","id":"16190","full_name":"Dumitrescu, Roman","first_name":"Roman"},{"full_name":"Foullois, Marc","last_name":"Foullois","first_name":"Marc"},{"orcid":"0000-0002-1231-4985","last_name":"Hanselle","id":"43980","full_name":"Hanselle, Jonas Manuel","first_name":"Jonas Manuel"},{"last_name":"Hüllermeier","full_name":"Hüllermeier, Eyke","id":"48129","first_name":"Eyke"},{"first_name":"Gökce","full_name":"Karakaya, Gökce","last_name":"Karakaya"},{"first_name":"Patrick","id":"45402","full_name":"Ködding, Patrick","last_name":"Ködding"},{"last_name":"Lohweg","full_name":"Lohweg, Volker","first_name":"Volker"},{"first_name":"Manuel","last_name":"Malatyali","id":"41265","full_name":"Malatyali, Manuel"},{"first_name":"Friedhelm","last_name":"Meyer auf der Heide","full_name":"Meyer auf der Heide, Friedhelm","id":"15523"},{"full_name":"Panzner, Melina","last_name":"Panzner","first_name":"Melina"},{"full_name":"Soltenborn, Christian","id":"1737","last_name":"Soltenborn","orcid":"0000-0002-0342-8227","first_name":"Christian"}],"date_updated":"2022-01-06T06:55:59Z"},{"status":"public","editor":[{"first_name":"Ernst A.","full_name":"Hartmann, Ernst A.","last_name":"Hartmann"}],"publication":"Digitalisisierung souverän gestalten","type":"conference","language":[{"iso":"ger"}],"department":[{"_id":"563"}],"user_id":"45402","_id":"21272","page":"pp. 59-73","citation":{"apa":"Ködding, P., &#38; Dumitrescu, R. (2021). Forschungsfelder für Künstliche Intelligenz in der strategischen Produktplanung. In E. A. Hartmann (Ed.), <i>Digitalisisierung souverän gestalten</i> (pp. 59–73). Springer Vieweg.","short":"P. Ködding, R. Dumitrescu, in: E.A. Hartmann (Ed.), Digitalisisierung souverän gestalten, Springer Vieweg, Berlin, Heidelberg, 2021, pp. 59–73.","mla":"Ködding, Patrick, and Roman Dumitrescu. “Forschungsfelder für Künstliche Intelligenz in der strategischen Produktplanung.” <i>Digitalisisierung souverän gestalten</i>, edited by Ernst A. Hartmann, Springer Vieweg, 2021, pp. 59–73.","bibtex":"@inproceedings{Ködding_Dumitrescu_2021, place={Berlin, Heidelberg}, title={Forschungsfelder für Künstliche Intelligenz in der strategischen Produktplanung}, booktitle={Digitalisisierung souverän gestalten}, publisher={Springer Vieweg}, author={Ködding, Patrick and Dumitrescu, Roman}, editor={Hartmann, Ernst A.}, year={2021}, pages={59–73} }","chicago":"Ködding, Patrick, and Roman Dumitrescu. “Forschungsfelder für Künstliche Intelligenz in der strategischen Produktplanung.” In <i>Digitalisisierung souverän gestalten</i>, edited by Ernst A. Hartmann, 59–73. Berlin, Heidelberg: Springer Vieweg, 2021.","ieee":"P. Ködding and R. Dumitrescu, “Forschungsfelder für Künstliche Intelligenz in der strategischen Produktplanung,” in <i>Digitalisisierung souverän gestalten</i>, 2021, pp. 59–73.","ama":"Ködding P, Dumitrescu R. Forschungsfelder für Künstliche Intelligenz in der strategischen Produktplanung. In: Hartmann EA, ed. <i>Digitalisisierung souverän gestalten</i>. Springer Vieweg; 2021:59-73."},"place":"Berlin, Heidelberg","year":"2021","publication_status":"published","title":"Forschungsfelder für Künstliche Intelligenz in der strategischen Produktplanung","author":[{"first_name":"Patrick","last_name":"Ködding","id":"45402","full_name":"Ködding, Patrick"},{"full_name":"Dumitrescu, Roman","id":"16190","last_name":"Dumitrescu","first_name":"Roman"}],"date_created":"2021-02-24T13:07:33Z","date_updated":"2023-10-06T12:32:24Z","publisher":"Springer Vieweg"},{"year":"2020","page":"pp. 14-19","intvolume":"        18","citation":{"bibtex":"@article{Ködding_Reinhold_Scholtysik_Dumitrescu_2020, title={Consulting via Research in IMPRESS}, volume={18}, number={2}, journal={Journal of Systemics, Cybernetics and Informatics}, author={Ködding, Patrick and Reinhold, Jannik and Scholtysik, Michel and Dumitrescu, Roman}, year={2020}, pages={14–19} }","short":"P. Ködding, J. Reinhold, M. Scholtysik, R. Dumitrescu, Journal of Systemics, Cybernetics and Informatics 18 (2020) 14–19.","mla":"Ködding, Patrick, et al. “Consulting via Research in IMPRESS.” <i>Journal of Systemics, Cybernetics and Informatics</i>, vol. 18, no. 2, 2020, pp. 14–19.","apa":"Ködding, P., Reinhold, J., Scholtysik, M., &#38; Dumitrescu, R. (2020). Consulting via Research in IMPRESS. <i>Journal of Systemics, Cybernetics and Informatics</i>, <i>18</i>(2), 14–19.","ieee":"P. Ködding, J. Reinhold, M. Scholtysik, and R. Dumitrescu, “Consulting via Research in IMPRESS,” <i>Journal of Systemics, Cybernetics and Informatics</i>, vol. 18, no. 2, pp. 14–19, 2020.","chicago":"Ködding, Patrick, Jannik Reinhold, Michel Scholtysik, and Roman Dumitrescu. “Consulting via Research in IMPRESS.” <i>Journal of Systemics, Cybernetics and Informatics</i> 18, no. 2 (2020): 14–19.","ama":"Ködding P, Reinhold J, Scholtysik M, Dumitrescu R. Consulting via Research in IMPRESS. <i>Journal of Systemics, Cybernetics and Informatics</i>. 2020;18(2):14-19."},"publication_identifier":{"issn":["1690-4524"]},"publication_status":"published","issue":"2","title":"Consulting via Research in IMPRESS","date_updated":"2022-01-06T06:54:52Z","volume":18,"author":[{"first_name":"Patrick","full_name":"Ködding, Patrick","id":"45402","last_name":"Ködding"},{"first_name":"Jannik","last_name":"Reinhold","full_name":"Reinhold, Jannik","id":"33669"},{"first_name":"Michel","last_name":"Scholtysik","full_name":"Scholtysik, Michel"},{"last_name":"Dumitrescu","full_name":"Dumitrescu, Roman","id":"16190","first_name":"Roman"}],"date_created":"2021-02-24T11:16:49Z","status":"public","publication":"Journal of Systemics, Cybernetics and Informatics","type":"journal_article","language":[{"iso":"eng"}],"_id":"21269","department":[{"_id":"563"}],"user_id":"45402"}]