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The classes physically correspond to field excitations in terms of single and multiple photons, each of which being in an arbitrary irreducible superposition of quantized modes. We further show how the transitions between classes are rendered possible by photon addition, photon subtraction, and photon-projection nonlinearities. We explicitly put forward a design for a multilayer interferometer in which the states for different classes can be generated with state-of-the-art experimental techniques. Limitations of the proposed designs are analyzed using the introduced classification, providing a benchmark for the robustness of certain states and classes. 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VDI Verlag, 2025.","chicago":"Dumitrescu, Roman, Oliver Riedel, Michael Henke, Joachim Metternich, Steffen Ihlenfeldt, and Christian Koldewey. <i>Gaia-X in industriellen Wertschöpfungsnetzwerken – Erkenntnisse aus der Förderlinie InGAIA-X</i>. VDI Verlag, 2025. <a href=\"https://doi.org/10.51202/9783186204165\">https://doi.org/10.51202/9783186204165</a>.","short":"R. Dumitrescu, O. Riedel, M. Henke, J. Metternich, S. Ihlenfeldt, C. Koldewey, Gaia-X in industriellen Wertschöpfungsnetzwerken – Erkenntnisse aus der Förderlinie InGAIA-X, VDI Verlag, 2025.","ama":"Dumitrescu R, Riedel O, Henke M, Metternich J, Ihlenfeldt S, Koldewey C. <i>Gaia-X in industriellen Wertschöpfungsnetzwerken – Erkenntnisse aus der Förderlinie InGAIA-X</i>. VDI Verlag; 2025. doi:<a href=\"https://doi.org/10.51202/9783186204165\">10.51202/9783186204165</a>","bibtex":"@book{Dumitrescu_Riedel_Henke_Metternich_Ihlenfeldt_Koldewey_2025, title={Gaia-X in industriellen Wertschöpfungsnetzwerken – Erkenntnisse aus der Förderlinie InGAIA-X}, DOI={<a href=\"https://doi.org/10.51202/9783186204165\">10.51202/9783186204165</a>}, publisher={VDI Verlag}, author={Dumitrescu, Roman and Riedel, Oliver and Henke, Michael and Metternich, Joachim and Ihlenfeldt, Steffen and Koldewey, Christian}, year={2025} }"},"abstract":[{"lang":"eng","text":"<p> Die Publikation richtet sich an Industrieunternehmen und Forschende, die an der Nutzung von Gaia-X für die industrielle Produktion interessiert sind. Sie vereint die Ergebnisse der Forschungsprojekte COSMIC-X, DIONE-X, Fed-X-Pro, GRIPSS-X und URANOS-X, die zur Entwicklung von Anwendungsszenarien für Gaia-X-konforme Datenökosysteme beigetragen haben. Ziel ist es, insbesondere mittelständische Unternehmen in die Lage zu versetzten, souverän Datenräume zu nutzen, um die digitale Transformation voranzutreiben und ihre Wettbewerbsfähigkeit zu steigern. Wichtige Technologien sind dabei Blockchain, Self-Sovereign Identity (SSI) und die Asset Administration Shell (AAS). Die Projektergebnisse stärken die Innovationskraft und eröffnen neue Geschäftsmodelle in der Industrie 4.0. Inhaltsverzeichnis Abstract VII 1 Einleitung 1 1.1 Gaia-X – Chance fur die industrielle Produktion . . . . . . . . . . . . . . . ü 1 1.1.1 Mü oglichkeiten von Gaia-X in der industriellen Produktion . . . . . 4 1.1.2 Die aktuelle Projektlandschaft . . . . . . . . . . . . . . . . . . . . . 7 1.2 Die InGAIA-X Fü orderlinie . . . . . . . . . . . . . . . . . . . . . . . . . . . 8 1.2.1 Die Projekte . . . . . ... </p>"}],"_id":"58549","publisher":"VDI Verlag","language":[{"iso":"ger"}],"doi":"10.51202/9783186204165","user_id":"15782","author":[{"id":"16190","last_name":"Dumitrescu","first_name":"Roman","full_name":"Dumitrescu, Roman"},{"last_name":"Riedel","first_name":"Oliver","full_name":"Riedel, Oliver"},{"full_name":"Henke, Michael","first_name":"Michael","last_name":"Henke"},{"first_name":"Joachim","last_name":"Metternich","full_name":"Metternich, Joachim"},{"full_name":"Ihlenfeldt, Steffen","last_name":"Ihlenfeldt","first_name":"Steffen"},{"full_name":"Koldewey, Christian","first_name":"Christian","orcid":"https://orcid.org/0000-0001-7992-6399","last_name":"Koldewey","id":"43136"}],"publication_identifier":{"isbn":["9783186204165"]},"status":"public","year":"2025","title":"Gaia-X in industriellen Wertschöpfungsnetzwerken – Erkenntnisse aus der Förderlinie InGAIA-X","date_updated":"2025-02-10T13:26:35Z","publication_status":"published"},{"doi":"10.1016/j.techsoc.2025.102835","user_id":"15782","article_number":"102835","_id":"58558","language":[{"iso":"eng"}],"publisher":"Elsevier BV","date_updated":"2025-02-11T07:51:59Z","publication_status":"published","year":"2025","status":"public","title":"Enhancing SME Resilience through Artificial Intelligence and Strategic Foresight: A Framework for Sustainable Competitiveness","publication_identifier":{"issn":["0160-791X"]},"author":[{"full_name":"Carayannis, Elias G.","last_name":"Carayannis","first_name":"Elias G."},{"first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman","id":"16190"},{"last_name":"Falkowski","first_name":"Tommy","full_name":"Falkowski, Tommy"},{"first_name":"George","last_name":"Papamichail","full_name":"Papamichail, George"},{"first_name":"Nikos - Rigert","last_name":"Zota","full_name":"Zota, Nikos - Rigert"}],"type":"journal_article","department":[{"_id":"563"}],"date_created":"2025-02-11T07:51:10Z","publication":"Technology in Society","citation":{"mla":"Carayannis, Elias G., et al. “Enhancing SME Resilience through Artificial Intelligence and Strategic Foresight: A Framework for Sustainable Competitiveness.” <i>Technology in Society</i>, 102835, Elsevier BV, 2025, doi:<a href=\"https://doi.org/10.1016/j.techsoc.2025.102835\">10.1016/j.techsoc.2025.102835</a>.","apa":"Carayannis, E. 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Enhancing SME Resilience through Artificial Intelligence and Strategic Foresight: A Framework for Sustainable Competitiveness. <i>Technology in Society</i>. 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Jagdschian, “Flight due to climate change in Jostein Gaarder’s novel 2084: Noras’s World,” <i>Filoteknos: Migration Narratives: Staying, Leaving, and Returning in Children’s and Young Adult Literature</i>, vol. 15."},"publication":"Filoteknos: Migration Narratives: Staying, Leaving, and Returning in Children's and Young Adult Literature","type":"journal_article","date_created":"2024-12-01T15:31:11Z"},{"citation":{"short":"T. Weber, S. Kober, C. Lewa, E. Scherer, S. Schotemeier, in: L. Mrohs, J. Franz, D. Herrmann, K. Lindner, T. Staake (Eds.), Digitales Lehren und Lernen an der Hochschule. Strategien - Bedingungen - Umsetzung, transcript Verlag, Bielefeld, 2025, pp. 47–54.","ama":"Weber T, Kober S, Lewa C, Scherer E, Schotemeier S. Eine Kultur des Teilens hochschulübergreifend durch OER voranbringen. In: Mrohs L, Franz J, Herrmann D, Lindner K, Staake T, eds. <i>Digitales Lehren und Lernen an der Hochschule. Strategien - Bedingungen - Umsetzung</i>. transcript Verlag; 2025:47-54. doi:<a href=\"https://doi.org/10.14361/9783839471203\">https://doi.org/10.14361/9783839471203</a>","chicago":"Weber, Tassja, Sabine Kober, Carmen Lewa, Elisabeth Scherer, and Sarah Schotemeier. “Eine Kultur des Teilens hochschulübergreifend durch OER voranbringen.” In <i>Digitales Lehren und Lernen an der Hochschule. Strategien - Bedingungen - Umsetzung</i>, edited by Lorenz Mrohs, Julia Franz, Dominik Herrmann, Konstantin Lindner, and Thorsten Staake, 47–54. Bielefeld: transcript Verlag, 2025. <a href=\"https://doi.org/10.14361/9783839471203\">https://doi.org/10.14361/9783839471203</a>.","bibtex":"@inbook{Weber_Kober_Lewa_Scherer_Schotemeier_2025, place={Bielefeld}, title={Eine Kultur des Teilens hochschulübergreifend durch OER voranbringen}, DOI={<a href=\"https://doi.org/10.14361/9783839471203\">https://doi.org/10.14361/9783839471203</a>}, booktitle={Digitales Lehren und Lernen an der Hochschule. Strategien - Bedingungen - Umsetzung}, publisher={transcript Verlag}, author={Weber, Tassja and Kober, Sabine and Lewa, Carmen and Scherer, Elisabeth and Schotemeier, Sarah}, editor={Mrohs, Lorenz and Franz, Julia and Herrmann, Dominik and Lindner, Konstantin and Staake, Thorsten}, year={2025}, pages={47–54} }","mla":"Weber, Tassja, et al. “Eine Kultur des Teilens hochschulübergreifend durch OER voranbringen.” <i>Digitales Lehren und Lernen an der Hochschule. Strategien - Bedingungen - Umsetzung</i>, edited by Lorenz Mrohs et al., transcript Verlag, 2025, pp. 47–54, doi:<a href=\"https://doi.org/10.14361/9783839471203\">https://doi.org/10.14361/9783839471203</a>.","apa":"Weber, T., Kober, S., Lewa, C., Scherer, E., &#38; Schotemeier, S. (2025). Eine Kultur des Teilens hochschulübergreifend durch OER voranbringen. In L. Mrohs, J. Franz, D. Herrmann, K. Lindner, &#38; T. Staake (Eds.), <i>Digitales Lehren und Lernen an der Hochschule. Strategien - Bedingungen - Umsetzung</i> (pp. 47–54). transcript Verlag. <a href=\"https://doi.org/10.14361/9783839471203\">https://doi.org/10.14361/9783839471203</a>","ieee":"T. Weber, S. Kober, C. Lewa, E. Scherer, and S. Schotemeier, “Eine Kultur des Teilens hochschulübergreifend durch OER voranbringen,” in <i>Digitales Lehren und Lernen an der Hochschule. Strategien - Bedingungen - Umsetzung</i>, L. Mrohs, J. Franz, D. Herrmann, K. Lindner, and T. Staake, Eds. Bielefeld: transcript Verlag, 2025, pp. 47–54."},"oa":"1","place":"Bielefeld","status":"public","user_id":"89571","editor":[{"full_name":"Mrohs, Lorenz","last_name":"Mrohs","first_name":"Lorenz"},{"full_name":"Franz, Julia","first_name":"Julia","last_name":"Franz"},{"full_name":"Herrmann, Dominik","last_name":"Herrmann","first_name":"Dominik"},{"full_name":"Lindner, Konstantin","first_name":"Konstantin","last_name":"Lindner"},{"full_name":"Staake, Thorsten","first_name":"Thorsten","last_name":"Staake"}],"page":"47-54","publisher":"transcript Verlag","_id":"58616","publication":"Digitales Lehren und Lernen an der Hochschule. Strategien - Bedingungen - Umsetzung","type":"book_chapter","date_created":"2025-02-12T15:04:01Z","publication_status":"published","date_updated":"2025-02-12T15:10:27Z","year":"2025","title":"Eine Kultur des Teilens hochschulübergreifend durch OER voranbringen","publication_identifier":{"isbn":["978-3-8376-7120-9"]},"author":[{"id":"89571","full_name":"Weber, Tassja","last_name":"Weber","first_name":"Tassja"},{"full_name":"Kober, Sabine","first_name":"Sabine","last_name":"Kober"},{"full_name":"Lewa, Carmen","first_name":"Carmen","last_name":"Lewa"},{"first_name":"Elisabeth","last_name":"Scherer","full_name":"Scherer, Elisabeth"},{"full_name":"Schotemeier, Sarah","last_name":"Schotemeier","first_name":"Sarah"}],"doi":"https://doi.org/10.14361/9783839471203","main_file_link":[{"open_access":"1","url":"https://www.transcript-verlag.de/978-3-8376-7120-9/digitales-lehren-und-lernen-an-der-hochschule/?number=978-3-8394-7120-3"}],"language":[{"iso":"ger"}]},{"status":"public","title":"Untersuchung der Eignung von Eisen-/Mangan-Oxiden aus einer Sprayflammensynthese für die SCR","year":"2025","author":[{"full_name":"Maier, Lukas","last_name":"Maier","first_name":"Lukas"},{"id":"45788","last_name":"Beimdiek","orcid":"0009-0001-1348-496X","first_name":"Janis","full_name":"Beimdiek, Janis"}],"date_updated":"2025-02-13T10:26:21Z","_id":"58618","language":[{"iso":"eng"}],"user_id":"45788","supervisor":[{"id":"45788","orcid":"0009-0001-1348-496X","last_name":"Beimdiek","first_name":"Janis","full_name":"Beimdiek, Janis"},{"id":"464","full_name":"Schmid, Hans-Joachim","orcid":"000-0001-8590-1921","first_name":"Hans-Joachim","last_name":"Schmid"},{"first_name":"Sascha","last_name":"Schiller","full_name":"Schiller, Sascha"}],"citation":{"mla":"Maier, Lukas, and Janis Beimdiek. <i>Untersuchung Der Eignung von Eisen-/Mangan-Oxiden Aus Einer Sprayflammensynthese Für Die SCR</i>. 2025.","ama":"Maier L, Beimdiek J. <i>Untersuchung Der Eignung von Eisen-/Mangan-Oxiden Aus Einer Sprayflammensynthese Für Die SCR</i>.; 2025.","bibtex":"@book{Maier_Beimdiek_2025, place={Paderborn}, title={Untersuchung der Eignung von Eisen-/Mangan-Oxiden aus einer Sprayflammensynthese für die SCR}, author={Maier, Lukas and Beimdiek, Janis}, year={2025} }","apa":"Maier, L., &#38; Beimdiek, J. (2025). <i>Untersuchung der Eignung von Eisen-/Mangan-Oxiden aus einer Sprayflammensynthese für die SCR</i>.","ieee":"L. Maier and J. Beimdiek, <i>Untersuchung der Eignung von Eisen-/Mangan-Oxiden aus einer Sprayflammensynthese für die SCR</i>. Paderborn, 2025.","chicago":"Maier, Lukas, and Janis Beimdiek. <i>Untersuchung Der Eignung von Eisen-/Mangan-Oxiden Aus Einer Sprayflammensynthese Für Die SCR</i>. Paderborn, 2025.","short":"L. Maier, J. Beimdiek, Untersuchung Der Eignung von Eisen-/Mangan-Oxiden Aus Einer Sprayflammensynthese Für Die SCR, Paderborn, 2025."},"place":"Paderborn","date_created":"2025-02-13T10:26:03Z","type":"bachelorsthesis","department":[{"_id":"9"},{"_id":"150"}]},{"intvolume":"        60","date_updated":"2025-02-12T22:07:00Z","author":[{"full_name":"Schroeter-Wittke, Harald","last_name":"Schroeter-Wittke","first_name":"Harald","id":"480"}],"year":"2025","status":"public","title":"The Sacred Veil. Zum 60. Geburtstag von Charles Anthony Silvestri, zum 20. Todestag von Julia Lawrence Silvestri, zum 55. Geburtstag von Eric Whitacre","volume":60,"user_id":"480","language":[{"iso":"eng"}],"_id":"58617","page":"62-64","citation":{"apa":"Schroeter-Wittke, H. (2025). The Sacred Veil. Zum 60. Geburtstag von Charles Anthony Silvestri, zum 20. Todestag von Julia Lawrence Silvestri, zum 55. Geburtstag von Eric Whitacre. <i>Praktische Theologie</i>, <i>60</i>(1), 62–64.","ieee":"H. Schroeter-Wittke, “The Sacred Veil. Zum 60. Geburtstag von Charles Anthony Silvestri, zum 20. Todestag von Julia Lawrence Silvestri, zum 55. Geburtstag von Eric Whitacre,” <i>Praktische Theologie</i>, vol. 60, no. 1, pp. 62–64, 2025.","chicago":"Schroeter-Wittke, Harald. “The Sacred Veil. Zum 60. Geburtstag von Charles Anthony Silvestri, Zum 20. Todestag von Julia Lawrence Silvestri, Zum 55. Geburtstag von Eric Whitacre.” <i>Praktische Theologie</i> 60, no. 1 (2025): 62–64.","short":"H. Schroeter-Wittke, Praktische Theologie 60 (2025) 62–64.","mla":"Schroeter-Wittke, Harald. “The Sacred Veil. Zum 60. Geburtstag von Charles Anthony Silvestri, Zum 20. Todestag von Julia Lawrence Silvestri, Zum 55. Geburtstag von Eric Whitacre.” <i>Praktische Theologie</i>, vol. 60, no. 1, 2025, pp. 62–64.","ama":"Schroeter-Wittke H. The Sacred Veil. Zum 60. Geburtstag von Charles Anthony Silvestri, zum 20. Todestag von Julia Lawrence Silvestri, zum 55. Geburtstag von Eric Whitacre. <i>Praktische Theologie</i>. 2025;60(1):62-64.","bibtex":"@article{Schroeter-Wittke_2025, title={The Sacred Veil. Zum 60. Geburtstag von Charles Anthony Silvestri, zum 20. Todestag von Julia Lawrence Silvestri, zum 55. Geburtstag von Eric Whitacre}, volume={60}, number={1}, journal={Praktische Theologie}, author={Schroeter-Wittke, Harald}, year={2025}, pages={62–64} }"},"publication":"Praktische Theologie","issue":"1","type":"journal_article","date_created":"2025-02-12T22:06:53Z"},{"oa":"1","quality_controlled":"1","citation":{"ieee":"I. Gräßler, M. Weyrich, J. Pottebaum, and S. Kamm, “Information Circularity Assistance based on extreme data,” <i>at - Automatisierungstechnik</i>, vol. 73, no. 1, pp. 3–21, 2025, doi: <a href=\"https://doi.org/10.1515/auto-2024-0039\">10.1515/auto-2024-0039</a>.","mla":"Gräßler, Iris, et al. “Information Circularity Assistance Based on Extreme Data.” <i>At - Automatisierungstechnik</i>, vol. 73, no. 1, Walter de Gruyter GmbH, 2025, pp. 3–21, doi:<a href=\"https://doi.org/10.1515/auto-2024-0039\">10.1515/auto-2024-0039</a>.","apa":"Gräßler, I., Weyrich, M., Pottebaum, J., &#38; Kamm, S. (2025). Information Circularity Assistance based on extreme data. <i>At - Automatisierungstechnik</i>, <i>73</i>(1), 3–21. <a href=\"https://doi.org/10.1515/auto-2024-0039\">https://doi.org/10.1515/auto-2024-0039</a>","bibtex":"@article{Gräßler_Weyrich_Pottebaum_Kamm_2025, title={Information Circularity Assistance based on extreme data}, volume={73}, DOI={<a href=\"https://doi.org/10.1515/auto-2024-0039\">10.1515/auto-2024-0039</a>}, number={1}, journal={at - Automatisierungstechnik}, publisher={Walter de Gruyter GmbH}, author={Gräßler, Iris and Weyrich, Michael and Pottebaum, Jens and Kamm, Simon}, year={2025}, pages={3–21} }","chicago":"Gräßler, Iris, Michael Weyrich, Jens Pottebaum, and Simon Kamm. “Information Circularity Assistance Based on Extreme Data.” <i>At - Automatisierungstechnik</i> 73, no. 1 (2025): 3–21. <a href=\"https://doi.org/10.1515/auto-2024-0039\">https://doi.org/10.1515/auto-2024-0039</a>.","short":"I. Gräßler, M. Weyrich, J. Pottebaum, S. Kamm, At - Automatisierungstechnik 73 (2025) 3–21.","ama":"Gräßler I, Weyrich M, Pottebaum J, Kamm S. Information Circularity Assistance based on extreme data. <i>at - Automatisierungstechnik</i>. 2025;73(1):3-21. doi:<a href=\"https://doi.org/10.1515/auto-2024-0039\">10.1515/auto-2024-0039</a>"},"user_id":"405","volume":73,"page":"3-21","publisher":"Walter de Gruyter GmbH","_id":"58076","status":"public","type":"journal_article","keyword":["Scenario-Technique","Artificial Intelligence","Digital Twin","Large Language Models"],"department":[{"_id":"152"}],"date_created":"2025-01-07T13:30:45Z","abstract":[{"lang":"eng","text":"This paper presents the concept of Information Circularity Assistance, which provides decision support in the early stages of product creation for Circular Economy. Engineers in strategic product planning need to proactively predict the quantity, quality, and timing of secondary materials and returned components. For example, products with high recycled content will only be economically sustainable if the material is actually available in the future product life. Our assumption is that Information Circularity Assistance enables decision makers to incorporate insights from extreme data – high-volume, high-velocity, heterogeneous and distributed data from the product life – into product creation through intelligent Digital Twins. Artificial Intelligence can help to derive sustainable actions in favor of circular products by processing extreme data and enriching it with expert knowledge. The research contributes in three key dimensions. First, a comprehensive literature review is conducted. This review covers concepts of intelligence in Scenario-Technique for strategic product planning, Digital Twin-based analysis of extreme data and relevant technologies from Data Science and Artificial Intelligence. In all areas, the state of the art and emerging trends are identified. Secondly, the study identifies information needs along the steps of the Scenario-Technique and information offerings based on Digital Twins. The concept of Information Circularity Assistance results from the coupling of these demands and offerings, extending the Scenario-Technique beyond traditional expert-based methods. Third, we extend existing Digital Twin methods used in circularity and discuss the deployment of Data Science and Artificial Intelligence algorithms within the product creation process. Our approach uses extreme data to provide a strategic advantage in optimizing product life cycle planning, which is illustrated by two sample applications. The aim is to provide Information Circularity Assistance that will support experienced product planners, developers, and decision makers in the future."}],"publication":"at - Automatisierungstechnik","issue":"1","doi":"10.1515/auto-2024-0039","alternative_title":["Utilizing Artificial Intelligence, Scenario-Technique and Digital Twins to solve challenges of product creation for Circular Economy"],"main_file_link":[{"open_access":"1"}],"language":[{"iso":"eng"}],"publication_status":"published","date_updated":"2025-02-15T09:41:54Z","article_type":"original","intvolume":"        73","title":"Information Circularity Assistance based on extreme data","year":"2025","publication_identifier":{"issn":["0178-2312","2196-677X"]},"author":[{"id":"47565","full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","first_name":"Iris","last_name":"Gräßler"},{"first_name":"Michael","last_name":"Weyrich","full_name":"Weyrich, Michael"},{"id":"405","last_name":"Pottebaum","first_name":"Jens","orcid":"http://orcid.org/0000-0001-8778-2989","full_name":"Pottebaum, Jens"},{"last_name":"Kamm","first_name":"Simon","full_name":"Kamm, Simon"}]},{"publication_identifier":{"issn":["2942-6170"]},"author":[{"orcid":"0000-0001-5765-971X","last_name":"Gräßler","first_name":"Iris","full_name":"Gräßler, Iris","id":"47565"},{"id":"405","full_name":"Pottebaum, Jens","orcid":"http://orcid.org/0000-0001-8778-2989","last_name":"Pottebaum","first_name":"Jens"},{"full_name":"Nyhuis, Peter","first_name":"Peter","last_name":"Nyhuis"},{"full_name":"Stark, Rainer","first_name":"Rainer","last_name":"Stark"},{"full_name":"Thoben, Klaus-Dieter","first_name":"Klaus-Dieter","last_name":"Thoben"},{"first_name":"Petra","last_name":"Wiederkehr","full_name":"Wiederkehr, Petra"}],"title":"Hybrid Decision Support in Product Creation - Improving performance with data science and artificial intelligence","year":"2025","article_type":"original","intvolume":"      2025","publication_status":"published","date_updated":"2025-02-15T09:40:52Z","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"alternative_title":["Hybride Entscheidungsunterstützung in der Produktentstehung - Mit Data Science und Künstlicher Intelligenz die Leistungsfähigkeit erhöhen"],"doi":"10.30844/i4sd.25.1.18","publication":"Industry 4.0 Science","issue":"1","abstract":[{"text":"Technical systems are characterized by increasing interdisciplinarity, complexity and networking. A product and its corresponding production systems require interdisciplinary multi-objective optimization. Sustainability and recyclability demands increase said complexity. The efficiency of previously established engineering methods is reaching its limits, which can only be overcome by systematic integration of extreme data. The aim of \"hybrid decision support\" is as follows: Data science and artificial intelligence should be used to supplement human capabilities in conjunction with existing heuristics, methods, modeling and simulation to increase the efficiency of product creation.","lang":"eng"}],"date_created":"2025-02-15T09:31:30Z","department":[{"_id":"152"}],"type":"journal_article","keyword":["AI","artificial intelligence","Data Science","decision support","extreme data","Künstliche Intelligenz","product creation","product development"],"status":"public","_id":"58650","publisher":"GITO mbH Verlag","volume":2025,"user_id":"405","citation":{"apa":"Gräßler, I., Pottebaum, J., Nyhuis, P., Stark, R., Thoben, K.-D., &#38; Wiederkehr, P. (2025). Hybrid Decision Support in Product Creation - Improving performance with data science and artificial intelligence. <i>Industry 4.0 Science</i>, <i>2025</i>(1). <a href=\"https://doi.org/10.30844/i4sd.25.1.18\">https://doi.org/10.30844/i4sd.25.1.18</a>","ieee":"I. Gräßler, J. Pottebaum, P. Nyhuis, R. Stark, K.-D. Thoben, and P. Wiederkehr, “Hybrid Decision Support in Product Creation - Improving performance with data science and artificial intelligence,” <i>Industry 4.0 Science</i>, vol. 2025, no. 1, 2025, doi: <a href=\"https://doi.org/10.30844/i4sd.25.1.18\">10.30844/i4sd.25.1.18</a>.","chicago":"Gräßler, Iris, Jens Pottebaum, Peter Nyhuis, Rainer Stark, Klaus-Dieter Thoben, and Petra Wiederkehr. “Hybrid Decision Support in Product Creation - Improving Performance with Data Science and Artificial Intelligence.” <i>Industry 4.0 Science</i> 2025, no. 1 (2025). <a href=\"https://doi.org/10.30844/i4sd.25.1.18\">https://doi.org/10.30844/i4sd.25.1.18</a>.","short":"I. Gräßler, J. Pottebaum, P. Nyhuis, R. Stark, K.-D. Thoben, P. Wiederkehr, Industry 4.0 Science 2025 (2025).","mla":"Gräßler, Iris, et al. “Hybrid Decision Support in Product Creation - Improving Performance with Data Science and Artificial Intelligence.” <i>Industry 4.0 Science</i>, vol. 2025, no. 1, GITO mbH Verlag, 2025, doi:<a href=\"https://doi.org/10.30844/i4sd.25.1.18\">10.30844/i4sd.25.1.18</a>.","ama":"Gräßler I, Pottebaum J, Nyhuis P, Stark R, Thoben K-D, Wiederkehr P. Hybrid Decision Support in Product Creation - Improving performance with data science and artificial intelligence. <i>Industry 40 Science</i>. 2025;2025(1). doi:<a href=\"https://doi.org/10.30844/i4sd.25.1.18\">10.30844/i4sd.25.1.18</a>","bibtex":"@article{Gräßler_Pottebaum_Nyhuis_Stark_Thoben_Wiederkehr_2025, title={Hybrid Decision Support in Product Creation - Improving performance with data science and artificial intelligence}, volume={2025}, DOI={<a href=\"https://doi.org/10.30844/i4sd.25.1.18\">10.30844/i4sd.25.1.18</a>}, number={1}, journal={Industry 4.0 Science}, publisher={GITO mbH Verlag}, author={Gräßler, Iris and Pottebaum, Jens and Nyhuis, Peter and Stark, Rainer and Thoben, Klaus-Dieter and Wiederkehr, Petra}, year={2025} }"},"quality_controlled":"1","oa":"1"},{"article_number":"2208","language":[{"iso":"eng"}],"doi":"10.1038/s41598-025-86196-4","title":"Cortical changes associated with an anterior cruciate ligament injury may retrograde skilled kicking in football: preliminary EEG findings","year":"2025","publication_identifier":{"issn":["2045-2322"]},"author":[{"id":"76790","first_name":"Daghan Yüksel","last_name":"Piskin","orcid":"000-0002-3358-4669","full_name":"Piskin, Daghan Yüksel"},{"first_name":"Gjergji","last_name":"Cobani","full_name":"Cobani, Gjergji"},{"first_name":"Tim","last_name":"Lehmann","full_name":"Lehmann, Tim","id":"41584"},{"id":"41088","first_name":"Daniel","last_name":"Büchel","full_name":"Büchel, Daniel"},{"id":"46","last_name":"Baumeister","orcid":"0000-0003-2683-5826","first_name":"Jochen","full_name":"Baumeister, Jochen"}],"publication_status":"published","date_updated":"2025-02-18T14:18:24Z","intvolume":"        15","date_created":"2025-01-17T12:16:18Z","type":"journal_article","department":[{"_id":"172"}],"publication":"Scientific Reports","issue":"1","abstract":[{"text":"<jats:title>Abstract</jats:title>\r\n          <jats:p>Anterior cruciate ligament injuries (ACLi) impact football players substantially leading to performance declines and premature career endings. Emerging evidence suggests that ACLi should be viewed not merely as peripheral injuries but as complex conditions with neurophysiological aspects. The objective of the present study was to compare kicking performance and associated cortical activity between injured and healthy players. Ten reconstructed and 15 healthy players performed a kicking task. Kicking biomechanics were recorded using wearable inertial measurement unit sensors. Cortical activity was captured with a 64-electrode mobile electroencephalography. Multiscale entropy (MSE) analysis of biomechanics revealed increased variability in foot external rotation among injured players. Source-derived event-related spectral perturbations indicated significant differences in posterior alpha and frontal theta oscillations between the two groups. Furthermore, kick-related complexity of these regions as indexed by MSE was reduced in injured players at medium and coarse scales. Our findings suggest sensorimotor changes during kicking in injured players, which may necessitate compensatory strategies involving augmented attention at the cost of processing visuospatial information. This conflict may hinder the integration of task-relevant information across distributed networks. Our study provides preliminary insights into the neurophysiological implications of ACLi within football context and underscores the potential for prospective research.</jats:p>","lang":"eng"}],"_id":"58238","publisher":"Springer Science and Business Media LLC","user_id":"46","volume":15,"status":"public","citation":{"short":"D.Y. Piskin, G. Cobani, T. Lehmann, D. Büchel, J. Baumeister, Scientific Reports 15 (2025).","chicago":"Piskin, Daghan Yüksel, Gjergji Cobani, Tim Lehmann, Daniel Büchel, and Jochen Baumeister. “Cortical Changes Associated with an Anterior Cruciate Ligament Injury May Retrograde Skilled Kicking in Football: Preliminary EEG Findings.” <i>Scientific Reports</i> 15, no. 1 (2025). <a href=\"https://doi.org/10.1038/s41598-025-86196-4\">https://doi.org/10.1038/s41598-025-86196-4</a>.","ieee":"D. Y. Piskin, G. Cobani, T. Lehmann, D. Büchel, and J. Baumeister, “Cortical changes associated with an anterior cruciate ligament injury may retrograde skilled kicking in football: preliminary EEG findings,” <i>Scientific Reports</i>, vol. 15, no. 1, Art. no. 2208, 2025, doi: <a href=\"https://doi.org/10.1038/s41598-025-86196-4\">10.1038/s41598-025-86196-4</a>.","apa":"Piskin, D. Y., Cobani, G., Lehmann, T., Büchel, D., &#38; Baumeister, J. (2025). Cortical changes associated with an anterior cruciate ligament injury may retrograde skilled kicking in football: preliminary EEG findings. <i>Scientific Reports</i>, <i>15</i>(1), Article 2208. <a href=\"https://doi.org/10.1038/s41598-025-86196-4\">https://doi.org/10.1038/s41598-025-86196-4</a>","bibtex":"@article{Piskin_Cobani_Lehmann_Büchel_Baumeister_2025, title={Cortical changes associated with an anterior cruciate ligament injury may retrograde skilled kicking in football: preliminary EEG findings}, volume={15}, DOI={<a href=\"https://doi.org/10.1038/s41598-025-86196-4\">10.1038/s41598-025-86196-4</a>}, number={12208}, journal={Scientific Reports}, publisher={Springer Science and Business Media LLC}, author={Piskin, Daghan Yüksel and Cobani, Gjergji and Lehmann, Tim and Büchel, Daniel and Baumeister, Jochen}, year={2025} }","ama":"Piskin DY, Cobani G, Lehmann T, Büchel D, Baumeister J. Cortical changes associated with an anterior cruciate ligament injury may retrograde skilled kicking in football: preliminary EEG findings. <i>Scientific Reports</i>. 2025;15(1). doi:<a href=\"https://doi.org/10.1038/s41598-025-86196-4\">10.1038/s41598-025-86196-4</a>","mla":"Piskin, Daghan Yüksel, et al. “Cortical Changes Associated with an Anterior Cruciate Ligament Injury May Retrograde Skilled Kicking in Football: Preliminary EEG Findings.” <i>Scientific Reports</i>, vol. 15, no. 1, 2208, Springer Science and Business Media LLC, 2025, doi:<a href=\"https://doi.org/10.1038/s41598-025-86196-4\">10.1038/s41598-025-86196-4</a>."}}]