[{"citation":{"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>","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>.","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>.","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>","short":"I. Gräßler, M. Weyrich, J. Pottebaum, S. Kamm, At - Automatisierungstechnik 73 (2025) 3–21.","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} }","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>."},"intvolume":"        73","page":"3-21","publication_status":"published","publication_identifier":{"issn":["0178-2312","2196-677X"]},"main_file_link":[{"open_access":"1"}],"doi":"10.1515/auto-2024-0039","date_updated":"2025-02-15T09:41:54Z","oa":"1","author":[{"orcid":"0000-0001-5765-971X","last_name":"Gräßler","id":"47565","full_name":"Gräßler, Iris","first_name":"Iris"},{"first_name":"Michael","last_name":"Weyrich","full_name":"Weyrich, Michael"},{"orcid":"http://orcid.org/0000-0001-8778-2989","last_name":"Pottebaum","id":"405","full_name":"Pottebaum, Jens","first_name":"Jens"},{"first_name":"Simon","full_name":"Kamm, Simon","last_name":"Kamm"}],"volume":73,"status":"public","type":"journal_article","article_type":"original","alternative_title":["Utilizing Artificial Intelligence, Scenario-Technique and Digital Twins to solve challenges of product creation for Circular Economy"],"_id":"58076","user_id":"405","department":[{"_id":"152"}],"year":"2025","quality_controlled":"1","issue":"1","title":"Information Circularity Assistance based on extreme data","publisher":"Walter de Gruyter GmbH","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","keyword":["Scenario-Technique","Artificial Intelligence","Digital Twin","Large Language Models"],"language":[{"iso":"eng"}]},{"_id":"35464","user_id":"86519","keyword":["Digital twin","Learning organization","Change","Team learning","Professional development"],"language":[{"iso":"eng"}],"type":"book_chapter","publication":"Digital Transformation of Learning Organizations  ","abstract":[{"text":"The digital transformation of organizations in the industrial sector is primarily driven by the opportunity to increase productivity while simultaneously reducing costs through integration into a cyber-physical system. One way to fully tap the potential of a cyber-physical system is the concept of the digital twin, i.e., the real-time digital representation of machines and resources involved – including human resources. The vision of representing humans by digital twins primarily aims at increasing economic benefits. The digital twin of a human, however, cannot be designed in a similar way to that of a machine. The human digital twin shall rather enable humans to act within the cyber-physical system. It therefore offers humans a power of control and the opportunity to provide feedback. The concept of the digital twin is still in its infancy and raises many questions in particular from an educational perspective. The contribution aims at answering the following questions and refers to the example of team learning: Which and how much data should and may the digital twin contain in order to support humans in their learning? To what extent will humans be able to control and design their own learning? How may skills, experiences, and social interactions of humans be represented in the digital twin; their growth and further development, respectively? With cyber-physical systems transcending corporate, national, and legal boundaries, what learning culture will be the frame of reference for the involved organizations?","lang":"eng"}],"editor":[{"last_name":"Ifenthaler","full_name":"Ifenthaler, Dirk","first_name":"Dirk"},{"first_name":"Sandra","last_name":"Hofhues","full_name":"Hofhues, Sandra"},{"full_name":"Egloffstein, Marc","last_name":"Egloffstein","first_name":"Marc"},{"full_name":"Helbig, Christian","last_name":"Helbig","first_name":"Christian"}],"status":"public","date_updated":"2023-01-09T10:39:26Z","publisher":"Springer","author":[{"first_name":" Angelina","last_name":"Berisha-Gawlowski","full_name":"Berisha-Gawlowski,  Angelina"},{"first_name":"Carina","full_name":"Caruso, Carina","id":"23123","last_name":"Caruso"},{"full_name":"Harteis, Christian","id":"27503","orcid":"https://orcid.org/0000-0002-3570-7626","last_name":"Harteis","first_name":"Christian"}],"date_created":"2023-01-09T10:38:42Z","title":"The Concept of a Digital Twin and Its Potential for Learning Organizations","doi":"10.1007/978-3-030-55878-9_6","publication_status":"published","publication_identifier":{"eisbn":["978-3-030-55878-9"],"isbn":["978-3-030-55877-2"]},"year":"2021","place":"Cham","citation":{"mla":"Berisha-Gawlowski,  Angelina, et al. “The Concept of a Digital Twin and Its Potential for Learning Organizations.” <i>Digital Transformation of Learning Organizations  </i>, edited by Dirk Ifenthaler et al., Springer, 2021, pp. 95–114, doi:<a href=\"https://doi.org/10.1007/978-3-030-55878-9_6\">10.1007/978-3-030-55878-9_6</a>.","bibtex":"@inbook{Berisha-Gawlowski_Caruso_Harteis_2021, place={Cham}, title={The Concept of a Digital Twin and Its Potential for Learning Organizations}, DOI={<a href=\"https://doi.org/10.1007/978-3-030-55878-9_6\">10.1007/978-3-030-55878-9_6</a>}, booktitle={Digital Transformation of Learning Organizations  }, publisher={Springer}, author={Berisha-Gawlowski,  Angelina and Caruso, Carina and Harteis, Christian}, editor={Ifenthaler, Dirk and Hofhues, Sandra and Egloffstein, Marc and Helbig, Christian}, year={2021}, pages={95–114} }","short":"Angelina Berisha-Gawlowski, C. Caruso, C. Harteis, in: D. Ifenthaler, S. Hofhues, M. Egloffstein, C. Helbig (Eds.), Digital Transformation of Learning Organizations  , Springer, Cham, 2021, pp. 95–114.","apa":"Berisha-Gawlowski,  Angelina, Caruso, C., &#38; Harteis, C. (2021). The Concept of a Digital Twin and Its Potential for Learning Organizations. In D. Ifenthaler, S. Hofhues, M. Egloffstein, &#38; C. Helbig (Eds.), <i>Digital Transformation of Learning Organizations  </i> (pp. 95–114). Springer. <a href=\"https://doi.org/10.1007/978-3-030-55878-9_6\">https://doi.org/10.1007/978-3-030-55878-9_6</a>","ieee":"Angelina Berisha-Gawlowski, C. Caruso, and C. Harteis, “The Concept of a Digital Twin and Its Potential for Learning Organizations,” in <i>Digital Transformation of Learning Organizations  </i>, D. Ifenthaler, S. Hofhues, M. Egloffstein, and C. Helbig, Eds. Cham: Springer, 2021, pp. 95–114.","chicago":"Berisha-Gawlowski,  Angelina, Carina Caruso, and Christian Harteis. “The Concept of a Digital Twin and Its Potential for Learning Organizations.” In <i>Digital Transformation of Learning Organizations  </i>, edited by Dirk Ifenthaler, Sandra Hofhues, Marc Egloffstein, and Christian Helbig, 95–114. Cham: Springer, 2021. <a href=\"https://doi.org/10.1007/978-3-030-55878-9_6\">https://doi.org/10.1007/978-3-030-55878-9_6</a>.","ama":"Berisha-Gawlowski  Angelina, Caruso C, Harteis C. The Concept of a Digital Twin and Its Potential for Learning Organizations. In: Ifenthaler D, Hofhues S, Egloffstein M, Helbig C, eds. <i>Digital Transformation of Learning Organizations  </i>. Springer; 2021:95–114. doi:<a href=\"https://doi.org/10.1007/978-3-030-55878-9_6\">10.1007/978-3-030-55878-9_6</a>"},"page":" 95–114"}]