[{"intvolume":"       122","page":"413-418","citation":{"chicago":"Tissen, Denis, Ingrid Wiederkehr, Christian Koldewey, and Roman Dumitrescu. “Data from Start to Finish: A System Life Cycle Data Map.” <i>Procedia CIRP</i> 122 (2024): 413–18. <a href=\"https://doi.org/10.1016/j.procir.2024.01.060\">https://doi.org/10.1016/j.procir.2024.01.060</a>.","ieee":"D. Tissen, I. Wiederkehr, C. Koldewey, and R. Dumitrescu, “Data from start to finish: A System Life Cycle Data Map,” <i>Procedia CIRP</i>, vol. 122, pp. 413–418, 2024, doi: <a href=\"https://doi.org/10.1016/j.procir.2024.01.060\">10.1016/j.procir.2024.01.060</a>.","ama":"Tissen D, Wiederkehr I, Koldewey C, Dumitrescu R. Data from start to finish: A System Life Cycle Data Map. <i>Procedia CIRP</i>. 2024;122:413-418. doi:<a href=\"https://doi.org/10.1016/j.procir.2024.01.060\">10.1016/j.procir.2024.01.060</a>","apa":"Tissen, D., Wiederkehr, I., Koldewey, C., &#38; Dumitrescu, R. (2024). Data from start to finish: A System Life Cycle Data Map. <i>Procedia CIRP</i>, <i>122</i>, 413–418. <a href=\"https://doi.org/10.1016/j.procir.2024.01.060\">https://doi.org/10.1016/j.procir.2024.01.060</a>","bibtex":"@article{Tissen_Wiederkehr_Koldewey_Dumitrescu_2024, title={Data from start to finish: A System Life Cycle Data Map}, volume={122}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2024.01.060\">10.1016/j.procir.2024.01.060</a>}, journal={Procedia CIRP}, publisher={Elsevier BV}, author={Tissen, Denis and Wiederkehr, Ingrid and Koldewey, Christian and Dumitrescu, Roman}, year={2024}, pages={413–418} }","short":"D. Tissen, I. Wiederkehr, C. Koldewey, R. Dumitrescu, Procedia CIRP 122 (2024) 413–418.","mla":"Tissen, Denis, et al. “Data from Start to Finish: A System Life Cycle Data Map.” <i>Procedia CIRP</i>, vol. 122, Elsevier BV, 2024, pp. 413–18, doi:<a href=\"https://doi.org/10.1016/j.procir.2024.01.060\">10.1016/j.procir.2024.01.060</a>."},"year":"2024","publication_identifier":{"issn":["2212-8271"]},"publication_status":"published","doi":"10.1016/j.procir.2024.01.060","title":"Data from start to finish: A System Life Cycle Data Map","volume":122,"date_created":"2024-06-13T11:15:00Z","author":[{"first_name":"Denis","full_name":"Tissen, Denis","last_name":"Tissen"},{"last_name":"Wiederkehr","full_name":"Wiederkehr, Ingrid","first_name":"Ingrid"},{"first_name":"Christian","full_name":"Koldewey, Christian","last_name":"Koldewey"},{"first_name":"Roman","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu"}],"publisher":"Elsevier BV","date_updated":"2025-01-30T12:53:43Z","status":"public","publication":"Procedia CIRP","type":"journal_article","language":[{"iso":"eng"}],"department":[{"_id":"563"}],"user_id":"15782","_id":"54744"},{"status":"public","type":"conference","publication":"Proceedings of NordDesign 2024","language":[{"iso":"eng"}],"_id":"58419","user_id":"15782","department":[{"_id":"563"}],"year":"2024","citation":{"chicago":"Von Heissen, Oliver, Fabian Hanke, Isaac Mpidi Bita, Aschot Hovemann, and Roman Dumitrescu. “Toward Intelligent Generation of System Architectures.” In <i>Proceedings of NordDesign 2024</i>. The Design Society, 2024. <a href=\"https://doi.org/10.35199/norddesign2024.54\">https://doi.org/10.35199/norddesign2024.54</a>.","ieee":"O. Von Heissen, F. Hanke, I. Mpidi Bita, A. Hovemann, and R. Dumitrescu, “Toward Intelligent Generation of System Architectures,” 2024, doi: <a href=\"https://doi.org/10.35199/norddesign2024.54\">10.35199/norddesign2024.54</a>.","ama":"Von Heissen O, Hanke F, Mpidi Bita I, Hovemann A, Dumitrescu R. Toward Intelligent Generation of System Architectures. In: <i>Proceedings of NordDesign 2024</i>. The Design Society; 2024. doi:<a href=\"https://doi.org/10.35199/norddesign2024.54\">10.35199/norddesign2024.54</a>","short":"O. Von Heissen, F. Hanke, I. Mpidi Bita, A. Hovemann, R. Dumitrescu, in: Proceedings of NordDesign 2024, The Design Society, 2024.","bibtex":"@inproceedings{Von Heissen_Hanke_Mpidi Bita_Hovemann_Dumitrescu_2024, title={Toward Intelligent Generation of System Architectures}, DOI={<a href=\"https://doi.org/10.35199/norddesign2024.54\">10.35199/norddesign2024.54</a>}, booktitle={Proceedings of NordDesign 2024}, publisher={The Design Society}, author={Von Heissen, Oliver and Hanke, Fabian and Mpidi Bita, Isaac and Hovemann, Aschot and Dumitrescu, Roman}, year={2024} }","mla":"Von Heissen, Oliver, et al. “Toward Intelligent Generation of System Architectures.” <i>Proceedings of NordDesign 2024</i>, The Design Society, 2024, doi:<a href=\"https://doi.org/10.35199/norddesign2024.54\">10.35199/norddesign2024.54</a>.","apa":"Von Heissen, O., Hanke, F., Mpidi Bita, I., Hovemann, A., &#38; Dumitrescu, R. (2024). Toward Intelligent Generation of System Architectures. <i>Proceedings of NordDesign 2024</i>. <a href=\"https://doi.org/10.35199/norddesign2024.54\">https://doi.org/10.35199/norddesign2024.54</a>"},"publication_status":"published","title":"Toward Intelligent Generation of System Architectures","doi":"10.35199/norddesign2024.54","date_updated":"2025-01-30T12:59:34Z","publisher":"The Design Society","author":[{"first_name":"Oliver","full_name":"Von Heissen, Oliver","last_name":"Von Heissen"},{"full_name":"Hanke, Fabian","last_name":"Hanke","first_name":"Fabian"},{"first_name":"Isaac","last_name":"Mpidi Bita","full_name":"Mpidi Bita, Isaac"},{"last_name":"Hovemann","full_name":"Hovemann, Aschot","first_name":"Aschot"},{"last_name":"Dumitrescu","id":"16190","full_name":"Dumitrescu, Roman","first_name":"Roman"}],"date_created":"2025-01-30T12:59:03Z"},{"volume":12,"date_created":"2025-01-30T13:31:28Z","author":[{"last_name":"Weller","full_name":"Weller, Julian","first_name":"Julian"},{"last_name":"Migenda","full_name":"Migenda, Nico","first_name":"Nico"},{"last_name":"Naik","full_name":"Naik, Yash","first_name":"Yash"},{"full_name":"Heuwinkel, Tim","last_name":"Heuwinkel","first_name":"Tim"},{"first_name":"Arno","full_name":"Kühn, Arno","last_name":"Kühn"},{"full_name":"Kohlhase, Martin","last_name":"Kohlhase","first_name":"Martin"},{"last_name":"Schenck","full_name":"Schenck, Wolfram","first_name":"Wolfram"},{"first_name":"Roman","last_name":"Dumitrescu","id":"16190","full_name":"Dumitrescu, Roman"}],"date_updated":"2025-01-30T13:39:50Z","publisher":"MDPI AG","doi":"10.3390/math12172663","title":"Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories","issue":"17","publication_identifier":{"issn":["2227-7390"]},"publication_status":"published","intvolume":"        12","citation":{"ama":"Weller J, Migenda N, Naik Y, et al. Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories. <i>Mathematics</i>. 2024;12(17). doi:<a href=\"https://doi.org/10.3390/math12172663\">10.3390/math12172663</a>","chicago":"Weller, Julian, Nico Migenda, Yash Naik, Tim Heuwinkel, Arno Kühn, Martin Kohlhase, Wolfram Schenck, and Roman Dumitrescu. “Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories.” <i>Mathematics</i> 12, no. 17 (2024). <a href=\"https://doi.org/10.3390/math12172663\">https://doi.org/10.3390/math12172663</a>.","ieee":"J. Weller <i>et al.</i>, “Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories,” <i>Mathematics</i>, vol. 12, no. 17, Art. no. 2663, 2024, doi: <a href=\"https://doi.org/10.3390/math12172663\">10.3390/math12172663</a>.","apa":"Weller, J., Migenda, N., Naik, Y., Heuwinkel, T., Kühn, A., Kohlhase, M., Schenck, W., &#38; Dumitrescu, R. (2024). Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories. <i>Mathematics</i>, <i>12</i>(17), Article 2663. <a href=\"https://doi.org/10.3390/math12172663\">https://doi.org/10.3390/math12172663</a>","short":"J. Weller, N. Migenda, Y. Naik, T. Heuwinkel, A. Kühn, M. Kohlhase, W. Schenck, R. Dumitrescu, Mathematics 12 (2024).","mla":"Weller, Julian, et al. “Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories.” <i>Mathematics</i>, vol. 12, no. 17, 2663, MDPI AG, 2024, doi:<a href=\"https://doi.org/10.3390/math12172663\">10.3390/math12172663</a>.","bibtex":"@article{Weller_Migenda_Naik_Heuwinkel_Kühn_Kohlhase_Schenck_Dumitrescu_2024, title={Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories}, volume={12}, DOI={<a href=\"https://doi.org/10.3390/math12172663\">10.3390/math12172663</a>}, number={172663}, journal={Mathematics}, publisher={MDPI AG}, author={Weller, Julian and Migenda, Nico and Naik, Yash and Heuwinkel, Tim and Kühn, Arno and Kohlhase, Martin and Schenck, Wolfram and Dumitrescu, Roman}, year={2024} }"},"year":"2024","department":[{"_id":"563"}],"user_id":"15782","_id":"58425","language":[{"iso":"eng"}],"article_number":"2663","publication":"Mathematics","type":"journal_article","status":"public","abstract":[{"lang":"eng","text":"<jats:p>Prescriptive analytics plays an important role in decision making in smart factories by utilizing the available data to gain actionable insights. The planning, integration and development of such use cases still poses manifold challenges. Use cases are still being implemented as standalone versions; the existing IT-infrastructure is not fit for integrative bidirectional decision communication, and implementations only reach low technical readiness levels. We propose a reference architecture for the integration of prescriptive analytics use cases in smart factories. The method for the empirically grounded development of reference architectures by Galster and Avgeriou serves as a blueprint. Through the development and validation of a specific IoT-Factory use case, we demonstrate the efficacy of the proposed reference architecture. We expand the given reference architecture for one use case to the integration of a smart factory and its application to multiple use cases. Moreover, we identify the interdependency among multiple use cases within dynamic environments. Our prescriptive reference architecture provides a structured way to improve operational efficiency and optimize resource allocation.</jats:p>"}]},{"author":[{"last_name":"von Enzberg","full_name":"von Enzberg, Sebastian","first_name":"Sebastian"},{"full_name":"Weller, Julian","last_name":"Weller","first_name":"Julian"},{"first_name":"Jonathan","full_name":"Brock, Jonathan","last_name":"Brock"},{"first_name":"Silke","last_name":"Merkelbach","full_name":"Merkelbach, Silke"},{"last_name":"Panzner","full_name":"Panzner, Melina","first_name":"Melina"},{"last_name":"Lick","full_name":"Lick, Jonas","first_name":"Jonas"},{"first_name":"Arno","full_name":"Kühn, Arno","last_name":"Kühn"},{"first_name":"Roman","last_name":"Dumitrescu","id":"16190","full_name":"Dumitrescu, Roman"}],"date_created":"2025-01-30T13:01:25Z","volume":130,"publisher":"Elsevier BV","date_updated":"2025-01-30T13:01:49Z","doi":"10.1016/j.procir.2024.10.266","title":"On the Current State of Industrial Data Science: Challenges, Best Practices, and Future Directions","publication_status":"published","publication_identifier":{"issn":["2212-8271"]},"citation":{"mla":"von Enzberg, Sebastian, et al. “On the Current State of Industrial Data Science: Challenges, Best Practices, and Future Directions.” <i>Procedia CIRP</i>, vol. 130, Elsevier BV, 2024, pp. 1454–61, doi:<a href=\"https://doi.org/10.1016/j.procir.2024.10.266\">10.1016/j.procir.2024.10.266</a>.","bibtex":"@article{von Enzberg_Weller_Brock_Merkelbach_Panzner_Lick_Kühn_Dumitrescu_2024, title={On the Current State of Industrial Data Science: Challenges, Best Practices, and Future Directions}, volume={130}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2024.10.266\">10.1016/j.procir.2024.10.266</a>}, journal={Procedia CIRP}, publisher={Elsevier BV}, author={von Enzberg, Sebastian and Weller, Julian and Brock, Jonathan and Merkelbach, Silke and Panzner, Melina and Lick, Jonas and Kühn, Arno and Dumitrescu, Roman}, year={2024}, pages={1454–1461} }","short":"S. von Enzberg, J. Weller, J. Brock, S. Merkelbach, M. Panzner, J. Lick, A. Kühn, R. Dumitrescu, Procedia CIRP 130 (2024) 1454–1461.","apa":"von Enzberg, S., Weller, J., Brock, J., Merkelbach, S., Panzner, M., Lick, J., Kühn, A., &#38; Dumitrescu, R. (2024). On the Current State of Industrial Data Science: Challenges, Best Practices, and Future Directions. <i>Procedia CIRP</i>, <i>130</i>, 1454–1461. <a href=\"https://doi.org/10.1016/j.procir.2024.10.266\">https://doi.org/10.1016/j.procir.2024.10.266</a>","ama":"von Enzberg S, Weller J, Brock J, et al. On the Current State of Industrial Data Science: Challenges, Best Practices, and Future Directions. <i>Procedia CIRP</i>. 2024;130:1454-1461. doi:<a href=\"https://doi.org/10.1016/j.procir.2024.10.266\">10.1016/j.procir.2024.10.266</a>","chicago":"Enzberg, Sebastian von, Julian Weller, Jonathan Brock, Silke Merkelbach, Melina Panzner, Jonas Lick, Arno Kühn, and Roman Dumitrescu. “On the Current State of Industrial Data Science: Challenges, Best Practices, and Future Directions.” <i>Procedia CIRP</i> 130 (2024): 1454–61. <a href=\"https://doi.org/10.1016/j.procir.2024.10.266\">https://doi.org/10.1016/j.procir.2024.10.266</a>.","ieee":"S. von Enzberg <i>et al.</i>, “On the Current State of Industrial Data Science: Challenges, Best Practices, and Future Directions,” <i>Procedia CIRP</i>, vol. 130, pp. 1454–1461, 2024, doi: <a href=\"https://doi.org/10.1016/j.procir.2024.10.266\">10.1016/j.procir.2024.10.266</a>."},"page":"1454-1461","intvolume":"       130","year":"2024","user_id":"15782","department":[{"_id":"563"}],"_id":"58421","language":[{"iso":"eng"}],"type":"journal_article","publication":"Procedia CIRP","status":"public"},{"doi":"10.1016/j.procir.2024.03.022","title":"Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories","volume":128,"date_created":"2025-01-30T13:24:32Z","author":[{"first_name":"Julian","full_name":"Weller, Julian","last_name":"Weller"},{"full_name":"Migenda, Nico","last_name":"Migenda","first_name":"Nico"},{"full_name":"Enzberg, Sebastian von","last_name":"Enzberg","first_name":"Sebastian von"},{"full_name":"Kohlhase, Martin","last_name":"Kohlhase","first_name":"Martin"},{"last_name":"Schenck","full_name":"Schenck, Wolfram","first_name":"Wolfram"},{"id":"16190","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman"}],"publisher":"Elsevier BV","date_updated":"2025-01-30T13:24:49Z","page":"424-429","intvolume":"       128","citation":{"ieee":"J. Weller, N. Migenda, S. von Enzberg, M. Kohlhase, W. Schenck, and R. Dumitrescu, “Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories,” <i>Procedia CIRP</i>, vol. 128, pp. 424–429, 2024, doi: <a href=\"https://doi.org/10.1016/j.procir.2024.03.022\">10.1016/j.procir.2024.03.022</a>.","chicago":"Weller, Julian, Nico Migenda, Sebastian von Enzberg, Martin Kohlhase, Wolfram Schenck, and Roman Dumitrescu. “Design Decisions for Integrating Prescriptive Analytics Use Cases into Smart Factories.” <i>Procedia CIRP</i> 128 (2024): 424–29. <a href=\"https://doi.org/10.1016/j.procir.2024.03.022\">https://doi.org/10.1016/j.procir.2024.03.022</a>.","ama":"Weller J, Migenda N, Enzberg S von, Kohlhase M, Schenck W, Dumitrescu R. Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories. <i>Procedia CIRP</i>. 2024;128:424-429. doi:<a href=\"https://doi.org/10.1016/j.procir.2024.03.022\">10.1016/j.procir.2024.03.022</a>","bibtex":"@article{Weller_Migenda_Enzberg_Kohlhase_Schenck_Dumitrescu_2024, title={Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories}, volume={128}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2024.03.022\">10.1016/j.procir.2024.03.022</a>}, journal={Procedia CIRP}, publisher={Elsevier BV}, author={Weller, Julian and Migenda, Nico and Enzberg, Sebastian von and Kohlhase, Martin and Schenck, Wolfram and Dumitrescu, Roman}, year={2024}, pages={424–429} }","mla":"Weller, Julian, et al. “Design Decisions for Integrating Prescriptive Analytics Use Cases into Smart Factories.” <i>Procedia CIRP</i>, vol. 128, Elsevier BV, 2024, pp. 424–29, doi:<a href=\"https://doi.org/10.1016/j.procir.2024.03.022\">10.1016/j.procir.2024.03.022</a>.","short":"J. Weller, N. Migenda, S. von Enzberg, M. Kohlhase, W. Schenck, R. Dumitrescu, Procedia CIRP 128 (2024) 424–429.","apa":"Weller, J., Migenda, N., Enzberg, S. von, Kohlhase, M., Schenck, W., &#38; Dumitrescu, R. (2024). Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories. <i>Procedia CIRP</i>, <i>128</i>, 424–429. <a href=\"https://doi.org/10.1016/j.procir.2024.03.022\">https://doi.org/10.1016/j.procir.2024.03.022</a>"},"year":"2024","publication_identifier":{"issn":["2212-8271"]},"publication_status":"published","language":[{"iso":"eng"}],"department":[{"_id":"563"}],"user_id":"15782","_id":"58422","status":"public","publication":"Procedia CIRP","type":"journal_article"},{"language":[{"iso":"eng"}],"department":[{"_id":"563"}],"user_id":"15782","_id":"58420","status":"public","publication":"Procedia CIRP","type":"journal_article","doi":"10.1016/j.procir.2024.10.062","title":"Applying Artificial Intelligence in the Smart Factory: Lessons Learned from real-world use cases","volume":130,"author":[{"last_name":"Hartmann","full_name":"Hartmann, Stefan","first_name":"Stefan"},{"last_name":"Brock","full_name":"Brock, Jonathan","first_name":"Jonathan"},{"first_name":"Arno","full_name":"Kühn, Arno","last_name":"Kühn"},{"last_name":"Dumitrescu","full_name":"Dumitrescu, Roman","id":"16190","first_name":"Roman"}],"date_created":"2025-01-30T13:00:18Z","date_updated":"2025-01-30T13:00:44Z","publisher":"Elsevier BV","page":"100-105","intvolume":"       130","citation":{"ama":"Hartmann S, Brock J, Kühn A, Dumitrescu R. Applying Artificial Intelligence in the Smart Factory: Lessons Learned from real-world use cases. <i>Procedia CIRP</i>. 2024;130:100-105. doi:<a href=\"https://doi.org/10.1016/j.procir.2024.10.062\">10.1016/j.procir.2024.10.062</a>","ieee":"S. Hartmann, J. Brock, A. Kühn, and R. Dumitrescu, “Applying Artificial Intelligence in the Smart Factory: Lessons Learned from real-world use cases,” <i>Procedia CIRP</i>, vol. 130, pp. 100–105, 2024, doi: <a href=\"https://doi.org/10.1016/j.procir.2024.10.062\">10.1016/j.procir.2024.10.062</a>.","chicago":"Hartmann, Stefan, Jonathan Brock, Arno Kühn, and Roman Dumitrescu. “Applying Artificial Intelligence in the Smart Factory: Lessons Learned from Real-World Use Cases.” <i>Procedia CIRP</i> 130 (2024): 100–105. <a href=\"https://doi.org/10.1016/j.procir.2024.10.062\">https://doi.org/10.1016/j.procir.2024.10.062</a>.","apa":"Hartmann, S., Brock, J., Kühn, A., &#38; Dumitrescu, R. (2024). Applying Artificial Intelligence in the Smart Factory: Lessons Learned from real-world use cases. <i>Procedia CIRP</i>, <i>130</i>, 100–105. <a href=\"https://doi.org/10.1016/j.procir.2024.10.062\">https://doi.org/10.1016/j.procir.2024.10.062</a>","bibtex":"@article{Hartmann_Brock_Kühn_Dumitrescu_2024, title={Applying Artificial Intelligence in the Smart Factory: Lessons Learned from real-world use cases}, volume={130}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2024.10.062\">10.1016/j.procir.2024.10.062</a>}, journal={Procedia CIRP}, publisher={Elsevier BV}, author={Hartmann, Stefan and Brock, Jonathan and Kühn, Arno and Dumitrescu, Roman}, year={2024}, pages={100–105} }","mla":"Hartmann, Stefan, et al. “Applying Artificial Intelligence in the Smart Factory: Lessons Learned from Real-World Use Cases.” <i>Procedia CIRP</i>, vol. 130, Elsevier BV, 2024, pp. 100–05, doi:<a href=\"https://doi.org/10.1016/j.procir.2024.10.062\">10.1016/j.procir.2024.10.062</a>.","short":"S. Hartmann, J. Brock, A. Kühn, R. Dumitrescu, Procedia CIRP 130 (2024) 100–105."},"year":"2024","publication_identifier":{"issn":["2212-8271"]},"publication_status":"published"},{"language":[{"iso":"eng"}],"department":[{"_id":"563"}],"user_id":"15782","_id":"58423","status":"public","type":"conference","conference":{"name":"CPSL - Conference on Production Systems and Logistics 2024 ","start_date":"2024-07-09","end_date":"2024-07-12","location":"Hawaii, Honululu"},"doi":"10.15488/17721","title":"Prescriptive Analytics Data Canvas: Strategic Planning For Prescriptive Analytics In Smart Factories","author":[{"first_name":"Julian","full_name":"Weller, Julian","last_name":"Weller"},{"full_name":"Migenda, Nico","last_name":"Migenda","first_name":"Nico"},{"last_name":"Kühn","full_name":"Kühn, Arno","first_name":"Arno"},{"first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman","id":"16190"}],"date_created":"2025-01-30T13:25:26Z","publisher":"LibreCat University","date_updated":"2025-01-30T13:40:01Z","citation":{"apa":"Weller, J., Migenda, N., Kühn, A., &#38; Dumitrescu, R. (2024). <i>Prescriptive Analytics Data Canvas: Strategic Planning For Prescriptive Analytics In Smart Factories</i>. CPSL - Conference on Production Systems and Logistics 2024 , Hawaii, Honululu. <a href=\"https://doi.org/10.15488/17721\">https://doi.org/10.15488/17721</a>","bibtex":"@inproceedings{Weller_Migenda_Kühn_Dumitrescu_2024, title={Prescriptive Analytics Data Canvas: Strategic Planning For Prescriptive Analytics In Smart Factories}, DOI={<a href=\"https://doi.org/10.15488/17721\">10.15488/17721</a>}, publisher={LibreCat University}, author={Weller, Julian and Migenda, Nico and Kühn, Arno and Dumitrescu, Roman}, year={2024} }","short":"J. Weller, N. Migenda, A. Kühn, R. Dumitrescu, in: LibreCat University, 2024.","mla":"Weller, Julian, et al. <i>Prescriptive Analytics Data Canvas: Strategic Planning For Prescriptive Analytics In Smart Factories</i>. LibreCat University, 2024, doi:<a href=\"https://doi.org/10.15488/17721\">10.15488/17721</a>.","chicago":"Weller, Julian, Nico Migenda, Arno Kühn, and Roman Dumitrescu. “Prescriptive Analytics Data Canvas: Strategic Planning For Prescriptive Analytics In Smart Factories.” LibreCat University, 2024. <a href=\"https://doi.org/10.15488/17721\">https://doi.org/10.15488/17721</a>.","ieee":"J. Weller, N. Migenda, A. Kühn, and R. Dumitrescu, “Prescriptive Analytics Data Canvas: Strategic Planning For Prescriptive Analytics In Smart Factories,” presented at the CPSL - Conference on Production Systems and Logistics 2024 , Hawaii, Honululu, 2024, doi: <a href=\"https://doi.org/10.15488/17721\">10.15488/17721</a>.","ama":"Weller J, Migenda N, Kühn A, Dumitrescu R. Prescriptive Analytics Data Canvas: Strategic Planning For Prescriptive Analytics In Smart Factories. 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The viscoelastic relaxation of a thermoplastic nut, which is predominantly screwed on a welding stud, is described by a material card using Prony Series. Prony Series are derived from experimental Dynamical Mechanical Analysis with different moisture and fiber contents of the thermoplastic. Since plastic nuts usually do not have preformed threads, the increased temperatures and resulting stresses from the thread-forming process are considered in the simulation. Firstly, the FE model is verified by substrate stress relaxation tests. Subsequently, experimental clamp load measurements with miniature compression load cells verify the clamp load prediction. Finally, the developed model is used to analyze the clamp load distribution within the threads"}],"author":[{"first_name":"Jan","last_name":"Wippermann","orcid":"0000-0002-5013-853X","id":"55686","full_name":"Wippermann, Jan"},{"orcid":"0000-0002-2763-1246","last_name":"Meschut","full_name":"Meschut, Gerson","id":"32056","first_name":"Gerson"}],"date_created":"2025-01-30T14:30:09Z","date_updated":"2025-01-30T14:41:17Z","publisher":"Springer Science and Business Media LLC","title":"Numerical modeling of clamp load relaxation of plastic nuts under varying moisture and fiber content","publication_status":"published","citation":{"ieee":"J. Wippermann and G. Meschut, “Numerical modeling of clamp load relaxation of plastic nuts under varying moisture and fiber content.” Springer Science and Business Media LLC, 2024.","chicago":"Wippermann, Jan, and Gerson Meschut. “Numerical Modeling of Clamp Load Relaxation of Plastic Nuts under Varying Moisture and Fiber Content.” Springer Science and Business Media LLC, 2024.","ama":"Wippermann J, Meschut G. Numerical modeling of clamp load relaxation of plastic nuts under varying moisture and fiber content. Published online 2024.","apa":"Wippermann, J., &#38; Meschut, G. (2024). <i>Numerical modeling of clamp load relaxation of plastic nuts under varying moisture and fiber content</i>. Springer Science and Business Media LLC.","bibtex":"@article{Wippermann_Meschut_2024, title={Numerical modeling of clamp load relaxation of plastic nuts under varying moisture and fiber content}, publisher={Springer Science and Business Media LLC}, author={Wippermann, Jan and Meschut, Gerson}, year={2024} }","mla":"Wippermann, Jan, and Gerson Meschut. <i>Numerical Modeling of Clamp Load Relaxation of Plastic Nuts under Varying Moisture and Fiber Content</i>. Springer Science and Business Media LLC, 2024.","short":"J. Wippermann, G. Meschut, (2024)."},"year":"2024"},{"citation":{"chicago":"Wippermann, Jan, and Gerson Meschut. “Effect of Water Absorption on the Clamp Load of Plastic Nuts.” In <i>Proceedings of the Munich Symposium on Lightweight Design 2023</i>. Cham: Springer Nature Switzerland, 2024. <a href=\"https://doi.org/10.1007/978-3-031-64669-0_5\">https://doi.org/10.1007/978-3-031-64669-0_5</a>.","ieee":"J. Wippermann and G. Meschut, “Effect of Water Absorption on the Clamp Load of Plastic Nuts,” in <i>Proceedings of the Munich Symposium on Lightweight Design 2023</i>, Cham: Springer Nature Switzerland, 2024.","ama":"Wippermann J, Meschut G. Effect of Water Absorption on the Clamp Load of Plastic Nuts. In: <i>Proceedings of the Munich Symposium on Lightweight Design 2023</i>. Springer Nature Switzerland; 2024. doi:<a href=\"https://doi.org/10.1007/978-3-031-64669-0_5\">10.1007/978-3-031-64669-0_5</a>","short":"J. Wippermann, G. Meschut, in: Proceedings of the Munich Symposium on Lightweight Design 2023, Springer Nature Switzerland, Cham, 2024.","mla":"Wippermann, Jan, and Gerson Meschut. “Effect of Water Absorption on the Clamp Load of Plastic Nuts.” <i>Proceedings of the Munich Symposium on Lightweight Design 2023</i>, Springer Nature Switzerland, 2024, doi:<a href=\"https://doi.org/10.1007/978-3-031-64669-0_5\">10.1007/978-3-031-64669-0_5</a>.","bibtex":"@inbook{Wippermann_Meschut_2024, place={Cham}, title={Effect of Water Absorption on the Clamp Load of Plastic Nuts}, DOI={<a href=\"https://doi.org/10.1007/978-3-031-64669-0_5\">10.1007/978-3-031-64669-0_5</a>}, booktitle={Proceedings of the Munich Symposium on Lightweight Design 2023}, publisher={Springer Nature Switzerland}, author={Wippermann, Jan and Meschut, Gerson}, year={2024} }","apa":"Wippermann, J., &#38; Meschut, G. (2024). Effect of Water Absorption on the Clamp Load of Plastic Nuts. In <i>Proceedings of the Munich Symposium on Lightweight Design 2023</i>. Springer Nature Switzerland. <a href=\"https://doi.org/10.1007/978-3-031-64669-0_5\">https://doi.org/10.1007/978-3-031-64669-0_5</a>"},"place":"Cham","year":"2024","publication_status":"published","publication_identifier":{"isbn":["9783031646683","9783031646690"]},"quality_controlled":"1","doi":"10.1007/978-3-031-64669-0_5","title":"Effect of Water Absorption on the Clamp Load of Plastic Nuts","date_created":"2025-01-30T14:29:31Z","author":[{"last_name":"Wippermann","orcid":"0000-0002-5013-853X","full_name":"Wippermann, Jan","id":"55686","first_name":"Jan"},{"first_name":"Gerson","id":"32056","full_name":"Meschut, Gerson","last_name":"Meschut","orcid":"0000-0002-2763-1246"}],"date_updated":"2025-01-30T14:40:50Z","publisher":"Springer Nature Switzerland","status":"public","type":"book_chapter","publication":"Proceedings of the Munich Symposium on Lightweight Design 2023","language":[{"iso":"eng"}],"user_id":"55686","department":[{"_id":"157"}],"_id":"58440"},{"year":"2024","citation":{"ama":"Wyrwich F, Tschirner C, Bohnenkamp T, Hovemann A, Dumitrescu R. Anwendung und Integration des Application Lifecycle Managements im Produktlebenszyklus-Ergebnisse einer Industrie-Studie. In: <i>Tag des Systems Engineering 2024</i>. ; 2024.","chicago":"Wyrwich, Fabian , Christian  Tschirner, Tinus  Bohnenkamp, Aschot  Hovemann, and Roman Dumitrescu. “Anwendung und Integration des Application Lifecycle Managements im Produktlebenszyklus-Ergebnisse einer Industrie-Studie.” In <i>Tag des Systems Engineering 2024</i>, 2024.","ieee":"F. Wyrwich, C. Tschirner, T. Bohnenkamp, A. Hovemann, and R. Dumitrescu, “Anwendung und Integration des Application Lifecycle Managements im Produktlebenszyklus-Ergebnisse einer Industrie-Studie,” presented at the Tag des Systems Engineering 2024, Leipzig, 2024.","apa":"Wyrwich, F., Tschirner, C., Bohnenkamp, T., Hovemann, A., &#38; Dumitrescu, R. (2024). Anwendung und Integration des Application Lifecycle Managements im Produktlebenszyklus-Ergebnisse einer Industrie-Studie. <i>Tag des Systems Engineering 2024</i>. Tag des Systems Engineering 2024, Leipzig.","bibtex":"@inproceedings{Wyrwich_Tschirner_Bohnenkamp_Hovemann_Dumitrescu_2024, title={Anwendung und Integration des Application Lifecycle Managements im Produktlebenszyklus-Ergebnisse einer Industrie-Studie}, booktitle={Tag des Systems Engineering 2024}, author={Wyrwich, Fabian  and Tschirner, Christian  and Bohnenkamp, Tinus  and Hovemann, Aschot  and Dumitrescu, Roman}, year={2024} }","short":"F. Wyrwich, C. Tschirner, T. Bohnenkamp, A. Hovemann, R. Dumitrescu, in: Tag des Systems Engineering 2024, 2024.","mla":"Wyrwich, Fabian, et al. “Anwendung und Integration des Application Lifecycle Managements im Produktlebenszyklus-Ergebnisse einer Industrie-Studie.” <i>Tag des Systems Engineering 2024</i>, 2024."},"date_updated":"2025-01-30T14:39:51Z","author":[{"first_name":"Fabian ","full_name":"Wyrwich, Fabian ","last_name":"Wyrwich"},{"last_name":"Tschirner","full_name":"Tschirner, Christian ","first_name":"Christian "},{"first_name":"Tinus ","last_name":"Bohnenkamp","full_name":"Bohnenkamp, Tinus "},{"first_name":"Aschot ","last_name":"Hovemann","full_name":"Hovemann, Aschot "},{"first_name":"Roman","id":"16190","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu"}],"date_created":"2025-01-30T14:39:48Z","title":"Anwendung und Integration des Application Lifecycle Managements im Produktlebenszyklus-Ergebnisse einer Industrie-Studie","conference":{"start_date":"2024-11-13","name":"Tag des Systems Engineering 2024","location":"Leipzig","end_date":"2024-11-15"},"publication":"Tag des Systems Engineering 2024","type":"conference","status":"public","_id":"58445","department":[{"_id":"563"}],"user_id":"15782","language":[{"iso":"ger"}]},{"type":"conference","status":"public","_id":"56168","user_id":"44458","language":[{"iso":"eng"}],"publication_identifier":{"unknown":["9781003514831"]},"year":"2024","citation":{"ieee":"D. Tissen, I. Wiederkehr, R. Bernijazov, C. Koldewey, and R. Dumitrescu, “Portals across domains: A data analysis task and documentation canvas for data-driven model-based systems engineering,” presented at the 2024 IEEE 10TH INTERNATIONAL CONFERENCE ON APPLIED SYSTEM INNOVATION, Kyoto, japan, 2024.","chicago":"Tissen, Denis, Ingrid Wiederkehr, Ruslan Bernijazov, Christian Koldewey, and Roman Dumitrescu. “Portals across Domains: A Data Analysis Task and Documentation Canvas for Data-Driven Model-Based Systems Engineering,” 2024.","ama":"Tissen D, Wiederkehr I, Bernijazov R, Koldewey C, Dumitrescu R. Portals across domains: A data analysis task and documentation canvas for data-driven model-based systems engineering. In: ; 2024.","apa":"Tissen, D., Wiederkehr, I., Bernijazov, R., Koldewey, C., &#38; Dumitrescu, R. (2024). <i>Portals across domains: A data analysis task and documentation canvas for data-driven model-based systems engineering</i>. 2024 IEEE 10TH INTERNATIONAL CONFERENCE ON APPLIED SYSTEM INNOVATION, Kyoto, japan.","bibtex":"@inproceedings{Tissen_Wiederkehr_Bernijazov_Koldewey_Dumitrescu_2024, title={Portals across domains: A data analysis task and documentation canvas for data-driven model-based systems engineering}, author={Tissen, Denis and Wiederkehr, Ingrid and Bernijazov, Ruslan and Koldewey, Christian and Dumitrescu, Roman}, year={2024} }","short":"D. Tissen, I. Wiederkehr, R. Bernijazov, C. Koldewey, R. Dumitrescu, in: 2024.","mla":"Tissen, Denis, et al. <i>Portals across Domains: A Data Analysis Task and Documentation Canvas for Data-Driven Model-Based Systems Engineering</i>. 2024."},"date_updated":"2025-01-30T14:44:22Z","date_created":"2024-09-17T10:00:37Z","author":[{"last_name":"Tissen","full_name":"Tissen, Denis","id":"44458","first_name":"Denis"},{"last_name":"Wiederkehr","id":"38169","full_name":"Wiederkehr, Ingrid","first_name":"Ingrid"},{"first_name":"Ruslan","full_name":"Bernijazov, Ruslan","id":"36312","last_name":"Bernijazov"},{"first_name":"Christian","last_name":"Koldewey","orcid":"https://orcid.org/0000-0001-7992-6399","full_name":"Koldewey, Christian","id":"43136"},{"id":"16190","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman"}],"title":"Portals across domains: A data analysis task and documentation canvas for data-driven model-based systems engineering","conference":{"end_date":"2024-04-21","location":"Kyoto, japan","name":"2024 IEEE 10TH INTERNATIONAL CONFERENCE ON APPLIED SYSTEM INNOVATION","start_date":"2024-04-17"}},{"status":"public","publication":"Tag des Systems Engineering 2024","type":"conference","language":[{"iso":"ger"}],"_id":"58443","department":[{"_id":"563"}],"user_id":"15782","year":"2024","citation":{"bibtex":"@inproceedings{Wilke_Grote_Schierbaum_Dumitrescu_2024, title={Messbare Erfolgskriterien von Systems Engineering}, booktitle={Tag des Systems Engineering 2024}, author={Wilke, Daria  and Grote, Eva-Maria and Schierbaum, Anja  and Dumitrescu, Roman}, year={2024} }","mla":"Wilke, Daria, et al. “Messbare Erfolgskriterien von Systems Engineering.” <i>Tag des Systems Engineering 2024</i>, 2024.","short":"D. Wilke, E.-M. Grote, A. Schierbaum, R. Dumitrescu, in: Tag des Systems Engineering 2024, 2024.","apa":"Wilke, D., Grote, E.-M., Schierbaum, A., &#38; Dumitrescu, R. (2024). Messbare Erfolgskriterien von Systems Engineering. <i>Tag des Systems Engineering 2024</i>. Tag des Systems Engineering 2024, Leipzig.","ama":"Wilke D, Grote E-M, Schierbaum A, Dumitrescu R. Messbare Erfolgskriterien von Systems Engineering. In: <i>Tag des Systems Engineering 2024</i>. ; 2024.","ieee":"D. Wilke, E.-M. Grote, A. Schierbaum, and R. Dumitrescu, “Messbare Erfolgskriterien von Systems Engineering,” presented at the Tag des Systems Engineering 2024, Leipzig, 2024.","chicago":"Wilke, Daria , Eva-Maria Grote, Anja  Schierbaum, and Roman Dumitrescu. “Messbare Erfolgskriterien von Systems Engineering.” In <i>Tag des Systems Engineering 2024</i>, 2024."},"title":"Messbare Erfolgskriterien von Systems Engineering","conference":{"name":"Tag des Systems Engineering 2024","start_date":"2024-11-13","end_date":"2024-11-15","location":"Leipzig"},"date_updated":"2025-01-30T14:37:29Z","date_created":"2025-01-30T14:37:26Z","author":[{"last_name":"Wilke","full_name":"Wilke, Daria ","first_name":"Daria "},{"first_name":"Eva-Maria","last_name":"Grote","full_name":"Grote, Eva-Maria"},{"full_name":"Schierbaum, Anja ","last_name":"Schierbaum","first_name":"Anja "},{"id":"16190","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman"}]},{"type":"journal_article","publication":"JOINING PLASTICS","status":"public","user_id":"55686","department":[{"_id":"157"}],"_id":"58442","language":[{"iso":"eng"}],"quality_controlled":"1","citation":{"ama":"Wippermann J, Meschut G. Analyse des Ein- und Überdrehmoments von Kunststoffmuttern in Abhängigkeit von der Luftfeuchtigkeit. <i>JOINING PLASTICS</i>. 2024;18.","chicago":"Wippermann, Jan, and Gerson Meschut. “Analyse Des Ein- Und Überdrehmoments von Kunststoffmuttern in Abhängigkeit von Der Luftfeuchtigkeit.” <i>JOINING PLASTICS</i> 18 (2024).","ieee":"J. Wippermann and G. Meschut, “Analyse des Ein- und Überdrehmoments von Kunststoffmuttern in Abhängigkeit von der Luftfeuchtigkeit,” <i>JOINING PLASTICS</i>, vol. 18, 2024.","apa":"Wippermann, J., &#38; Meschut, G. (2024). Analyse des Ein- und Überdrehmoments von Kunststoffmuttern in Abhängigkeit von der Luftfeuchtigkeit. <i>JOINING PLASTICS</i>, <i>18</i>.","mla":"Wippermann, Jan, and Gerson Meschut. “Analyse Des Ein- Und Überdrehmoments von Kunststoffmuttern in Abhängigkeit von Der Luftfeuchtigkeit.” <i>JOINING PLASTICS</i>, vol. 18, 2024.","short":"J. Wippermann, G. Meschut, JOINING PLASTICS 18 (2024).","bibtex":"@article{Wippermann_Meschut_2024, title={Analyse des Ein- und Überdrehmoments von Kunststoffmuttern in Abhängigkeit von der Luftfeuchtigkeit}, volume={18}, journal={JOINING PLASTICS}, author={Wippermann, Jan and Meschut, Gerson}, year={2024} }"},"intvolume":"        18","year":"2024","date_created":"2025-01-30T14:34:56Z","author":[{"first_name":"Jan","orcid":"0000-0002-5013-853X","last_name":"Wippermann","id":"55686","full_name":"Wippermann, Jan"},{"orcid":"0000-0002-2763-1246","last_name":"Meschut","id":"32056","full_name":"Meschut, Gerson","first_name":"Gerson"}],"volume":18,"date_updated":"2025-01-30T14:38:37Z","title":"Analyse des Ein- und Überdrehmoments von Kunststoffmuttern in Abhängigkeit von der Luftfeuchtigkeit"}]