[{"publication":"Industry 4.0 Science","language":[{"iso":"eng"}],"year":"2025","quality_controlled":"1","issue":"2","title":"Data Quality in the Engineering of Circular Products - Decision support for circular value creation through data ecosystems","publisher":"GITO mbH Verlag","date_created":"2025-04-10T08:03:11Z","status":"public","type":"journal_article","_id":"59478","user_id":"67999","department":[{"_id":"152"}],"citation":{"mla":"Gräßler, Iris, et al. “Data Quality in the Engineering of Circular Products - Decision Support for Circular Value Creation through Data Ecosystems.” <i>Industry 4.0 Science</i>, vol. 2025, no. 2, GITO mbH Verlag, 2025, doi:<a href=\"https://doi.org/10.30844/i4se.25.2.12\">10.30844/i4se.25.2.12</a>.","short":"I. Gräßler, S. Rarbach, J. Pottebaum, Industry 4.0 Science 2025 (2025).","bibtex":"@article{Gräßler_Rarbach_Pottebaum_2025, title={Data Quality in the Engineering of Circular Products - Decision support for circular value creation through data ecosystems}, volume={2025}, DOI={<a href=\"https://doi.org/10.30844/i4se.25.2.12\">10.30844/i4se.25.2.12</a>}, number={2}, journal={Industry 4.0 Science}, publisher={GITO mbH Verlag}, author={Gräßler, Iris and Rarbach, Sven and Pottebaum, Jens}, year={2025} }","apa":"Gräßler, I., Rarbach, S., &#38; Pottebaum, J. (2025). Data Quality in the Engineering of Circular Products - Decision support for circular value creation through data ecosystems. <i>Industry 4.0 Science</i>, <i>2025</i>(2). <a href=\"https://doi.org/10.30844/i4se.25.2.12\">https://doi.org/10.30844/i4se.25.2.12</a>","ieee":"I. Gräßler, S. Rarbach, and J. Pottebaum, “Data Quality in the Engineering of Circular Products - Decision support for circular value creation through data ecosystems,” <i>Industry 4.0 Science</i>, vol. 2025, no. 2, 2025, doi: <a href=\"https://doi.org/10.30844/i4se.25.2.12\">10.30844/i4se.25.2.12</a>.","chicago":"Gräßler, Iris, Sven Rarbach, and Jens Pottebaum. “Data Quality in the Engineering of Circular Products - Decision Support for Circular Value Creation through Data Ecosystems.” <i>Industry 4.0 Science</i> 2025, no. 2 (2025). <a href=\"https://doi.org/10.30844/i4se.25.2.12\">https://doi.org/10.30844/i4se.25.2.12</a>.","ama":"Gräßler I, Rarbach S, Pottebaum J. Data Quality in the Engineering of Circular Products - Decision support for circular value creation through data ecosystems. <i>Industry 40 Science</i>. 2025;2025(2). doi:<a href=\"https://doi.org/10.30844/i4se.25.2.12\">10.30844/i4se.25.2.12</a>"},"intvolume":"      2025","publication_status":"published","publication_identifier":{"issn":["2942-6170"]},"main_file_link":[{"open_access":"1","url":"https://doi.org/10.30844/I4SE.25.2.12"}],"doi":"10.30844/i4se.25.2.12","date_updated":"2025-04-10T08:04:33Z","oa":"1","author":[{"last_name":"Gräßler","orcid":"0000-0001-5765-971X","id":"47565","full_name":"Gräßler, Iris","first_name":"Iris"},{"last_name":"Rarbach","id":"67999","full_name":"Rarbach, Sven","first_name":"Sven"},{"first_name":"Jens","last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989","id":"405","full_name":"Pottebaum, Jens"}],"volume":2025},{"title":"Hybrid Decision Support in Product Creation - Improving performance with data science and artificial intelligence","date_created":"2025-02-15T09:31:30Z","publisher":"GITO mbH Verlag","year":"2025","issue":"1","quality_controlled":"1","language":[{"iso":"eng"}],"keyword":["AI","artificial intelligence","Data Science","decision support","extreme data","Künstliche Intelligenz","product creation","product development"],"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"}],"publication":"Industry 4.0 Science","main_file_link":[{"open_access":"1"}],"doi":"10.30844/i4sd.25.1.18","author":[{"orcid":"0000-0001-5765-971X","last_name":"Gräßler","id":"47565","full_name":"Gräßler, Iris","first_name":"Iris"},{"orcid":"http://orcid.org/0000-0001-8778-2989","last_name":"Pottebaum","id":"405","full_name":"Pottebaum, Jens","first_name":"Jens"},{"full_name":"Nyhuis, Peter","last_name":"Nyhuis","first_name":"Peter"},{"first_name":"Rainer","full_name":"Stark, Rainer","last_name":"Stark"},{"first_name":"Klaus-Dieter","last_name":"Thoben","full_name":"Thoben, Klaus-Dieter"},{"full_name":"Wiederkehr, Petra","last_name":"Wiederkehr","first_name":"Petra"}],"volume":2025,"oa":"1","date_updated":"2025-02-15T09:40:52Z","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>","short":"I. Gräßler, J. Pottebaum, P. Nyhuis, R. Stark, K.-D. Thoben, P. Wiederkehr, Industry 4.0 Science 2025 (2025).","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} }","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>","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>.","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>."},"intvolume":"      2025","publication_status":"published","publication_identifier":{"issn":["2942-6170"]},"alternative_title":["Hybride Entscheidungsunterstützung in der Produktentstehung - Mit Data Science und Künstlicher Intelligenz die Leistungsfähigkeit erhöhen"],"article_type":"original","user_id":"405","department":[{"_id":"152"}],"_id":"58650","status":"public","type":"journal_article"},{"language":[{"iso":"eng"}],"department":[{"_id":"152"}],"user_id":"52359","_id":"60940","status":"public","publication":"Industry 4.0 Science","type":"journal_article","doi":"10.30844/i4se.25.3.24","main_file_link":[{"url":"https://doi.org/10.30844/I4SD.25.3.24","open_access":"1"}],"title":"Strategic Product Planning Model – Digital twins for circular products and production processes","volume":2025,"author":[{"last_name":"Gräßler","orcid":"0000-0001-5765-971X","id":"47565","full_name":"Gräßler, Iris","first_name":"Iris"},{"first_name":"Sven","id":"67999","full_name":"Rarbach, Sven","last_name":"Rarbach"},{"first_name":"Benedikt","last_name":"Grewe","full_name":"Grewe, Benedikt","id":"52359"}],"date_created":"2025-08-18T10:01:42Z","publisher":"GITO mbH Verlag","oa":"1","date_updated":"2025-11-11T06:10:38Z","intvolume":"      2025","citation":{"ama":"Gräßler I, Rarbach S, Grewe B. Strategic Product Planning Model – Digital twins for circular products and production processes. <i>Industry 40 Science</i>. 2025;2025(3). doi:<a href=\"https://doi.org/10.30844/i4se.25.3.24\">10.30844/i4se.25.3.24</a>","ieee":"I. Gräßler, S. Rarbach, and B. Grewe, “Strategic Product Planning Model – Digital twins for circular products and production processes,” <i>Industry 4.0 Science</i>, vol. 2025, no. 3, 2025, doi: <a href=\"https://doi.org/10.30844/i4se.25.3.24\">10.30844/i4se.25.3.24</a>.","chicago":"Gräßler, Iris, Sven Rarbach, and Benedikt Grewe. “Strategic Product Planning Model – Digital Twins for Circular Products and Production Processes.” <i>Industry 4.0 Science</i> 2025, no. 3 (2025). <a href=\"https://doi.org/10.30844/i4se.25.3.24\">https://doi.org/10.30844/i4se.25.3.24</a>.","short":"I. Gräßler, S. Rarbach, B. Grewe, Industry 4.0 Science 2025 (2025).","bibtex":"@article{Gräßler_Rarbach_Grewe_2025, title={Strategic Product Planning Model – Digital twins for circular products and production processes}, volume={2025}, DOI={<a href=\"https://doi.org/10.30844/i4se.25.3.24\">10.30844/i4se.25.3.24</a>}, number={3}, journal={Industry 4.0 Science}, publisher={GITO mbH Verlag}, author={Gräßler, Iris and Rarbach, Sven and Grewe, Benedikt}, year={2025} }","mla":"Gräßler, Iris, et al. “Strategic Product Planning Model – Digital Twins for Circular Products and Production Processes.” <i>Industry 4.0 Science</i>, vol. 2025, no. 3, GITO mbH Verlag, 2025, doi:<a href=\"https://doi.org/10.30844/i4se.25.3.24\">10.30844/i4se.25.3.24</a>.","apa":"Gräßler, I., Rarbach, S., &#38; Grewe, B. (2025). Strategic Product Planning Model – Digital twins for circular products and production processes. <i>Industry 4.0 Science</i>, <i>2025</i>(3). <a href=\"https://doi.org/10.30844/i4se.25.3.24\">https://doi.org/10.30844/i4se.25.3.24</a>"},"year":"2025","issue":"3","quality_controlled":"1","publication_identifier":{"issn":["2942-6170"]},"publication_status":"published"}]