[{"citation":{"chicago":"Gräßler, I., Thomas Hesse, and Jens Pottebaum. “Enabling Extreme Data by Using DS/AI Approaches.” In <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>, edited by Iris Graessler. Paderborn: Universitätsbibliothek, 2026. <a href=\"https://doi.org/10.17619/UNIPB/1-2640\">https://doi.org/10.17619/UNIPB/1-2640</a>.","short":"I. Gräßler, T. Hesse, J. Pottebaum, in: I. Graessler (Ed.), 1st International Symposium on Hybrid Intelligence in Product and Production Engineering, Universitätsbibliothek, Paderborn, 2026.","apa":"Gräßler, I., Hesse, T., &#38; Pottebaum, J. (2026). Enabling extreme data by using DS/AI approaches. In I. Graessler (Ed.), <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>. Universitätsbibliothek. <a href=\"https://doi.org/10.17619/UNIPB/1-2640\">https://doi.org/10.17619/UNIPB/1-2640</a>","ieee":"I. Gräßler, T. Hesse, and J. Pottebaum, “Enabling extreme data by using DS/AI approaches,” in <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>, Paderborn, 2026, doi: <a href=\"https://doi.org/10.17619/UNIPB/1-2640\">10.17619/UNIPB/1-2640</a>.","ama":"Gräßler I, Hesse T, Pottebaum J. Enabling extreme data by using DS/AI approaches. In: Graessler I, ed. <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>. Universitätsbibliothek; 2026. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2640\">10.17619/UNIPB/1-2640</a>","bibtex":"@inproceedings{Gräßler_Hesse_Pottebaum_2026, place={Paderborn}, title={Enabling extreme data by using DS/AI approaches}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-2640\">10.17619/UNIPB/1-2640</a>}, booktitle={1st International Symposium on Hybrid Intelligence in Product and Production Engineering}, publisher={Universitätsbibliothek}, author={Gräßler, I. and Hesse, Thomas and Pottebaum, Jens}, editor={Graessler, Iris}, year={2026} }","mla":"Gräßler, I., et al. “Enabling Extreme Data by Using DS/AI Approaches.” <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>, edited by Iris Graessler, Universitätsbibliothek, 2026, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2640\">10.17619/UNIPB/1-2640</a>."},"quality_controlled":"1","place":"Paderborn","oa":"1","conference":{"end_date":"2026-03-26","start_date":"2026-03-24","location":"Paderborn"},"status":"public","_id":"66683","publisher":"Universitätsbibliothek","editor":[{"full_name":"Graessler, Iris","first_name":"Iris","last_name":"Graessler"}],"user_id":"76202","publication":"1st International Symposium on Hybrid Intelligence in Product and Production Engineering","abstract":[{"lang":"eng","text":"Design for Assembly, Disassembly and Reassembly (DfADR) prepares for high levels of material circularity in terms of repair and remanufacturing. The intention of reassembling products and their part simplies that inspection and sorting need to be integrated with value-conserving objectives. Further, disassembly and reassembly require higher competence levels of workforce than assembly. To provide the required information during engineering, a metadata model (MDM) is required that links established product models to capability models. Since processes to be carried out for realizing a product largely determine required employees’ capabilities, the proposed approach uses the ADR process domain to connect product and capability domains. The research is based on a systematic literature analysis to identify existing approaches regarding MDMs of ADR processes. Based on the results, an integrative MDM is developed that answers defined competence questions. The model enables queries which support engineers by feedback on which skills are required for a product. This builds up a basis to check whether required skills are available in the manufacturing company, either early in product engineering or later in ADR planning."}],"date_created":"2026-08-07T11:59:52Z","department":[{"_id":"152"}],"type":"conference","author":[{"id":"47565","last_name":"Gräßler","first_name":"I.","orcid":"0000-0001-5765-971X","full_name":"Gräßler, I."},{"id":"76202","first_name":"Thomas","last_name":"Hesse","full_name":"Hesse, Thomas"},{"orcid":"http://orcid.org/0000-0001-8778-2989","last_name":"Pottebaum","first_name":"Jens","full_name":"Pottebaum, Jens","id":"405"}],"year":"2026","title":"Enabling extreme data by using DS/AI approaches","publication_status":"published","date_updated":"2026-10-16T10:01:18Z","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"doi":"10.17619/UNIPB/1-2640"},{"editor":[{"full_name":"Meinecke, tim","first_name":"tim","last_name":"Meinecke"}],"user_id":"76202","_id":"67567","publisher":"Universitätsbibliothek","conference":{"start_date":"2026-03-24","location":"Paderborn","end_date":"2026-03-26"},"status":"public","oa":"1","place":"Paderborn","quality_controlled":"1","citation":{"ieee":"T. Meinecke, T. Hesse, I. Gräßler, and M. Schmidt, “Literature analysis and development of a metadata model for human capability description in production,” in <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>, Paderborn, 2026, doi: <a href=\"https://doi.org/10.17619/UNIPB/1-2645\">10.17619/UNIPB/1-2645</a>.","apa":"Meinecke, T., Hesse, T., Gräßler, I., &#38; Schmidt, M. (2026). Literature analysis and development of a metadata model for human capability description in production. In  tim Meinecke (Ed.), <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>. Universitätsbibliothek. <a href=\"https://doi.org/10.17619/UNIPB/1-2645\">https://doi.org/10.17619/UNIPB/1-2645</a>","chicago":"Meinecke, Tim, Thomas Hesse, Iris Gräßler, and Matthias Schmidt. “Literature Analysis and Development of a Metadata Model for Human Capability Description in Production.” In <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>, edited by tim Meinecke. Paderborn: Universitätsbibliothek, 2026. <a href=\"https://doi.org/10.17619/UNIPB/1-2645\">https://doi.org/10.17619/UNIPB/1-2645</a>.","short":"T. Meinecke, T. Hesse, I. Gräßler, M. Schmidt, in:  tim Meinecke (Ed.), 1st International Symposium on Hybrid Intelligence in Product and Production Engineering, Universitätsbibliothek, Paderborn, 2026.","mla":"Meinecke, Tim, et al. “Literature Analysis and Development of a Metadata Model for Human Capability Description in Production.” <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>, edited by tim Meinecke, Universitätsbibliothek, 2026, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2645\">10.17619/UNIPB/1-2645</a>.","bibtex":"@inproceedings{Meinecke_Hesse_Gräßler_Schmidt_2026, place={Paderborn}, title={Literature analysis and development of a metadata model for human capability description in production}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-2645\">10.17619/UNIPB/1-2645</a>}, booktitle={1st International Symposium on Hybrid Intelligence in Product and Production Engineering}, publisher={Universitätsbibliothek}, author={Meinecke, Tim and Hesse, Thomas and Gräßler, Iris and Schmidt, Matthias}, editor={Meinecke, tim}, year={2026} }","ama":"Meinecke T, Hesse T, Gräßler I, Schmidt M. Literature analysis and development of a metadata model for human capability description in production. In: Meinecke  tim, ed. <i>1st International Symposium on Hybrid Intelligence in Product and Production Engineering</i>. Universitätsbibliothek; 2026. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2645\">10.17619/UNIPB/1-2645</a>"},"doi":"10.17619/UNIPB/1-2645","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"publication_status":"published","date_updated":"2026-10-16T10:01:22Z","author":[{"full_name":"Meinecke, Tim","first_name":"Tim","last_name":"Meinecke"},{"full_name":"Hesse, Thomas","last_name":"Hesse","first_name":"Thomas","id":"76202"},{"full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler","first_name":"Iris","id":"47565"},{"last_name":"Schmidt","first_name":"Matthias","full_name":"Schmidt, Matthias"}],"title":"Literature analysis and development of a metadata model for human capability description in production","year":"2026","type":"conference","date_created":"2026-10-16T09:56:52Z","abstract":[{"lang":"eng","text":"This research article addresses the critical gap in describing human capabilities for assembly, disassembly and reassembly processes in production systems at a granular level. As circular economy principles become essential in manufacturing, understanding production-centered capabilityr equirements is increasingly vital. While most metadata models focus on technical resources, existing human capability models either focus narrowly on human-robot collaboration or lack integration across diverse capability dimensions. This study conducts a systematic literature review following the PRISMA scheme, examining different scientific databases to develop a comprehensive, production-centered metadata model. The resulting model formalizes three fundamental classes as well as two supplemental classes for describing human resources while incorporating knowledge and possible legal requirements essential for production environments. The present article proposes a holistic integration of capabilities from a human factor perspective, with the objective of facilitating data science and artificial intelligence approaches to inform decisions in the product creation process. The developed metadata model provides the foundation for decision support systems that match human capabilities to specific production tasks and requirements, advancing circular manufacturing practices and sustainable production system design."}],"publication":"1st International Symposium on Hybrid Intelligence in Product and Production Engineering"},{"abstract":[{"lang":"eng","text":"Kreislaufgerechte Produkte müssen de- und remontierbar entwickelt werden. Der Beitrag stellt ein semantisches Modell vor, welches die Fähigkeiten von Menschen und technischen Hilfsmitteln für Montage-, Demontage- und Remontage-Prozesse unter Berücksichtigung des Produkts und der Prozessabläufe repräsentiert. Wechselwirkungen werden durch eine Simulationsstudie nachgewiesen. Das Modell dient dazu, das Produkt gezielt auf Fähigkeiten auszulegen und so Materialzirkularität zu fördern."}],"issue":"9","publication":"Zeitschrift für wirtschaftlichen Fabrikbetrieb","department":[{"_id":"152"}],"type":"journal_article","date_created":"2026-10-16T09:58:25Z","intvolume":"       121","date_updated":"2026-10-16T10:02:52Z","publication_status":"published","author":[{"full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler","first_name":"Iris","id":"47565"},{"first_name":"Thomas","last_name":"Hesse","full_name":"Hesse, Thomas","id":"76202"},{"first_name":"Felix","last_name":"Vollenkemper","full_name":"Vollenkemper, Felix","id":"74028"},{"id":"405","full_name":"Pottebaum, Jens","orcid":"http://orcid.org/0000-0001-8778-2989","last_name":"Pottebaum","first_name":"Jens"}],"publication_identifier":{"issn":["2511-0896","0947-0085"]},"year":"2026","title":"Fähigkeitsgerechte Auslegung kreislaufgerechter Produkte","alternative_title":["Modell zur frühzeitigen Berücksichtigung benötigter Fähigkeiten für Remontage-orientierte Demontage- und Inspektionsprozesse"],"doi":"10.1515/zwf-2026-1120","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://www.degruyterbrill.com/de/document/doi/10.1515/zwf-2026-1120/html","open_access":"1"}],"quality_controlled":"1","citation":{"apa":"Gräßler, I., Hesse, T., Vollenkemper, F., &#38; Pottebaum, J. (2026). Fähigkeitsgerechte Auslegung kreislaufgerechter Produkte. <i>Zeitschrift Für Wirtschaftlichen Fabrikbetrieb</i>, <i>121</i>(9), 582–586. <a href=\"https://doi.org/10.1515/zwf-2026-1120\">https://doi.org/10.1515/zwf-2026-1120</a>","ieee":"I. Gräßler, T. Hesse, F. Vollenkemper, and J. Pottebaum, “Fähigkeitsgerechte Auslegung kreislaufgerechter Produkte,” <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>, vol. 121, no. 9, pp. 582–586, 2026, doi: <a href=\"https://doi.org/10.1515/zwf-2026-1120\">10.1515/zwf-2026-1120</a>.","chicago":"Gräßler, Iris, Thomas Hesse, Felix Vollenkemper, and Jens Pottebaum. “Fähigkeitsgerechte Auslegung Kreislaufgerechter Produkte.” <i>Zeitschrift Für Wirtschaftlichen Fabrikbetrieb</i> 121, no. 9 (2026): 582–86. <a href=\"https://doi.org/10.1515/zwf-2026-1120\">https://doi.org/10.1515/zwf-2026-1120</a>.","short":"I. Gräßler, T. Hesse, F. Vollenkemper, J. Pottebaum, Zeitschrift Für Wirtschaftlichen Fabrikbetrieb 121 (2026) 582–586.","mla":"Gräßler, Iris, et al. “Fähigkeitsgerechte Auslegung Kreislaufgerechter Produkte.” <i>Zeitschrift Für Wirtschaftlichen Fabrikbetrieb</i>, vol. 121, no. 9, Walter de Gruyter GmbH, 2026, pp. 582–86, doi:<a href=\"https://doi.org/10.1515/zwf-2026-1120\">10.1515/zwf-2026-1120</a>.","ama":"Gräßler I, Hesse T, Vollenkemper F, Pottebaum J. Fähigkeitsgerechte Auslegung kreislaufgerechter Produkte. <i>Zeitschrift für wirtschaftlichen Fabrikbetrieb</i>. 2026;121(9):582-586. doi:<a href=\"https://doi.org/10.1515/zwf-2026-1120\">10.1515/zwf-2026-1120</a>","bibtex":"@article{Gräßler_Hesse_Vollenkemper_Pottebaum_2026, title={Fähigkeitsgerechte Auslegung kreislaufgerechter Produkte}, volume={121}, DOI={<a href=\"https://doi.org/10.1515/zwf-2026-1120\">10.1515/zwf-2026-1120</a>}, number={9}, journal={Zeitschrift für wirtschaftlichen Fabrikbetrieb}, publisher={Walter de Gruyter GmbH}, author={Gräßler, Iris and Hesse, Thomas and Vollenkemper, Felix and Pottebaum, Jens}, year={2026}, pages={582–586} }"},"oa":"1","status":"public","volume":121,"user_id":"74028","_id":"67568","publisher":"Walter de Gruyter GmbH","page":"582-586"},{"conference":{"end_date":"2025-05-22","start_date":"2025-05-21","name":"Stuttgarter Symposium für Produktentwicklung","location":"Stuttgart"},"status":"public","_id":"60013","publisher":"Fraunhofer IAO","page":"509-518","editor":[{"first_name":"Katharina","last_name":"Hölzle","full_name":"Hölzle, Katharina"},{"first_name":"Matthias","last_name":"Kreimeyer","full_name":"Kreimeyer, Matthias"},{"full_name":"Roth, Daniel","last_name":"Roth","first_name":"Daniel"},{"full_name":"Maier, Thomas","first_name":"Thomas","last_name":"Maier"},{"first_name":"Oliver","last_name":"Riedel","full_name":"Riedel, Oliver"}],"user_id":"52359","citation":{"ieee":"I. Gräßler <i>et al.</i>, “Evolving Design for Assembly, Disassembly and Reassembly into a new paradigm: Design-for-Capabilities with Hybrid Decision Support as an enabler for circular products,” in <i>Stuttgarter Symposium für Produktentwicklung (SSP) 2025</i>, Stuttgart, 2025, pp. 509–518.","apa":"Gräßler, I., Pottebaum, J., Nyhuis, P., Schmidt, M., Grewe, B., Vollenkemper, F., Hesse, T., &#38; Meinecke, T. (2025). Evolving Design for Assembly, Disassembly and Reassembly into a new paradigm: Design-for-Capabilities with Hybrid Decision Support as an enabler for circular products. In K. Hölzle, M. Kreimeyer, D. Roth, T. Maier, &#38; O. Riedel (Eds.), <i>Stuttgarter Symposium für Produktentwicklung (SSP) 2025</i> (pp. 509–518). Fraunhofer IAO.","chicago":"Gräßler, Iris, Jens Pottebaum, Peter Nyhuis, Matthias Schmidt, Benedikt Grewe, Felix Vollenkemper, Thomas Hesse, and Tim Meinecke. “Evolving Design for Assembly, Disassembly and Reassembly into a New Paradigm: Design-for-Capabilities with Hybrid Decision Support as an Enabler for Circular Products.” In <i>Stuttgarter Symposium Für Produktentwicklung (SSP) 2025</i>, edited by Katharina Hölzle, Matthias Kreimeyer, Daniel Roth, Thomas Maier, and Oliver Riedel, 509–18. Fraunhofer IAO, 2025.","short":"I. Gräßler, J. Pottebaum, P. Nyhuis, M. Schmidt, B. Grewe, F. Vollenkemper, T. Hesse, T. Meinecke, in: K. Hölzle, M. Kreimeyer, D. Roth, T. Maier, O. Riedel (Eds.), Stuttgarter Symposium Für Produktentwicklung (SSP) 2025, Fraunhofer IAO, 2025, pp. 509–518.","mla":"Gräßler, Iris, et al. “Evolving Design for Assembly, Disassembly and Reassembly into a New Paradigm: Design-for-Capabilities with Hybrid Decision Support as an Enabler for Circular Products.” <i>Stuttgarter Symposium Für Produktentwicklung (SSP) 2025</i>, edited by Katharina Hölzle et al., Fraunhofer IAO, 2025, pp. 509–18.","bibtex":"@inproceedings{Gräßler_Pottebaum_Nyhuis_Schmidt_Grewe_Vollenkemper_Hesse_Meinecke_2025, title={Evolving Design for Assembly, Disassembly and Reassembly into a new paradigm: Design-for-Capabilities with Hybrid Decision Support as an enabler for circular products}, booktitle={Stuttgarter Symposium für Produktentwicklung (SSP) 2025}, publisher={Fraunhofer IAO}, author={Gräßler, Iris and Pottebaum, Jens and Nyhuis, Peter and Schmidt, Matthias and Grewe, Benedikt and Vollenkemper, Felix and Hesse, Thomas and Meinecke, Tim}, editor={Hölzle, Katharina and Kreimeyer, Matthias and Roth, Daniel and Maier, Thomas and Riedel, Oliver}, year={2025}, pages={509–518} }","ama":"Gräßler I, Pottebaum J, Nyhuis P, et al. Evolving Design for Assembly, Disassembly and Reassembly into a new paradigm: Design-for-Capabilities with Hybrid Decision Support as an enabler for circular products. In: Hölzle K, Kreimeyer M, Roth D, Maier T, Riedel O, eds. <i>Stuttgarter Symposium Für Produktentwicklung (SSP) 2025</i>. Fraunhofer IAO; 2025:509-518."},"quality_controlled":"1","oa":"1","author":[{"id":"47565","last_name":"Gräßler","first_name":"Iris","orcid":"0000-0001-5765-971X","full_name":"Gräßler, Iris"},{"full_name":"Pottebaum, Jens","orcid":"http://orcid.org/0000-0001-8778-2989","first_name":"Jens","last_name":"Pottebaum","id":"405"},{"last_name":"Nyhuis","first_name":"Peter","full_name":"Nyhuis, Peter"},{"full_name":"Schmidt, Matthias","first_name":"Matthias","last_name":"Schmidt"},{"first_name":"Benedikt","last_name":"Grewe","full_name":"Grewe, Benedikt","id":"52359"},{"id":"74028","last_name":"Vollenkemper","first_name":"Felix","full_name":"Vollenkemper, Felix"},{"id":"76202","last_name":"Hesse","first_name":"Thomas","full_name":"Hesse, Thomas"},{"last_name":"Meinecke","first_name":"Tim","full_name":"Meinecke, Tim"}],"title":"Evolving Design for Assembly, Disassembly and Reassembly into a new paradigm: Design-for-Capabilities with Hybrid Decision Support as an enabler for circular products","year":"2025","publication_status":"published","date_updated":"2025-11-11T06:11:36Z","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://elib.uni-stuttgart.de/items/82c396f0-b5ef-42ca-b9c3-28e9d301568d","open_access":"1"}],"publication":"Stuttgarter Symposium für Produktentwicklung (SSP) 2025","date_created":"2025-05-22T07:47:40Z","department":[{"_id":"152"}],"type":"conference"}]