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Dumitrescu, in: Proceedings of NordDesign 2024, The Design Society, 2024."}},{"year":"2024","citation":{"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>.","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>","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>","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>."},"page":"413-418","intvolume":"       122","publication_status":"published","publication_identifier":{"issn":["2212-8271"]},"title":"Data from start to finish: A System Life Cycle Data Map","doi":"10.1016/j.procir.2024.01.060","publisher":"Elsevier BV","date_updated":"2025-01-30T12:53:43Z","author":[{"last_name":"Tissen","full_name":"Tissen, Denis","first_name":"Denis"},{"first_name":"Ingrid","full_name":"Wiederkehr, Ingrid","last_name":"Wiederkehr"},{"first_name":"Christian","full_name":"Koldewey, Christian","last_name":"Koldewey"},{"last_name":"Dumitrescu","full_name":"Dumitrescu, Roman","first_name":"Roman"}],"date_created":"2024-06-13T11:15:00Z","volume":122,"status":"public","type":"journal_article","publication":"Procedia CIRP","language":[{"iso":"eng"}],"_id":"54744","user_id":"15782","department":[{"_id":"563"}]},{"publisher":"The Design Society","date_updated":"2025-01-30T12:59:34Z","date_created":"2025-01-30T12:59:03Z","author":[{"first_name":"Oliver","last_name":"Von Heissen","full_name":"Von Heissen, Oliver"},{"first_name":"Fabian","last_name":"Hanke","full_name":"Hanke, Fabian"},{"last_name":"Mpidi Bita","full_name":"Mpidi Bita, Isaac","first_name":"Isaac"},{"first_name":"Aschot","last_name":"Hovemann","full_name":"Hovemann, Aschot"},{"last_name":"Dumitrescu","full_name":"Dumitrescu, Roman","id":"16190","first_name":"Roman"}],"title":"Toward Intelligent Generation of System Architectures","doi":"10.35199/norddesign2024.54","publication_status":"published","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>","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>","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>.","short":"O. Von Heissen, F. Hanke, I. Mpidi Bita, A. Hovemann, R. Dumitrescu, in: Proceedings of NordDesign 2024, The Design Society, 2024."},"_id":"58419","user_id":"15782","department":[{"_id":"563"}],"language":[{"iso":"eng"}],"type":"conference","publication":"Proceedings of NordDesign 2024","status":"public"},{"publication_status":"published","publication_identifier":{"issn":["2227-7390"]},"issue":"17","year":"2024","citation":{"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>","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>.","short":"J. Weller, N. Migenda, Y. Naik, T. Heuwinkel, A. Kühn, M. Kohlhase, W. Schenck, R. Dumitrescu, Mathematics 12 (2024).","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} }","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>.","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>"},"intvolume":"        12","publisher":"MDPI AG","date_updated":"2025-01-30T13:39:50Z","author":[{"full_name":"Weller, Julian","last_name":"Weller","first_name":"Julian"},{"full_name":"Migenda, Nico","last_name":"Migenda","first_name":"Nico"},{"first_name":"Yash","last_name":"Naik","full_name":"Naik, Yash"},{"last_name":"Heuwinkel","full_name":"Heuwinkel, Tim","first_name":"Tim"},{"full_name":"Kühn, Arno","last_name":"Kühn","first_name":"Arno"},{"full_name":"Kohlhase, Martin","last_name":"Kohlhase","first_name":"Martin"},{"full_name":"Schenck, Wolfram","last_name":"Schenck","first_name":"Wolfram"},{"first_name":"Roman","full_name":"Dumitrescu, Roman","id":"16190","last_name":"Dumitrescu"}],"date_created":"2025-01-30T13:31:28Z","volume":12,"title":"Reference Architecture for the Integration of Prescriptive Analytics Use Cases in Smart Factories","doi":"10.3390/math12172663","type":"journal_article","publication":"Mathematics","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>"}],"status":"public","_id":"58425","user_id":"15782","department":[{"_id":"563"}],"article_number":"2663","language":[{"iso":"eng"}]},{"title":"On the Current State of Industrial Data Science: Challenges, Best Practices, and Future Directions","doi":"10.1016/j.procir.2024.10.266","date_updated":"2025-01-30T13:01:49Z","publisher":"Elsevier BV","author":[{"full_name":"von Enzberg, Sebastian","last_name":"von Enzberg","first_name":"Sebastian"},{"first_name":"Julian","full_name":"Weller, Julian","last_name":"Weller"},{"last_name":"Brock","full_name":"Brock, Jonathan","first_name":"Jonathan"},{"full_name":"Merkelbach, Silke","last_name":"Merkelbach","first_name":"Silke"},{"full_name":"Panzner, Melina","last_name":"Panzner","first_name":"Melina"},{"full_name":"Lick, Jonas","last_name":"Lick","first_name":"Jonas"},{"last_name":"Kühn","full_name":"Kühn, Arno","first_name":"Arno"},{"first_name":"Roman","last_name":"Dumitrescu","full_name":"Dumitrescu, Roman","id":"16190"}],"date_created":"2025-01-30T13:01:25Z","volume":130,"year":"2024","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>","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>.","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>"},"intvolume":"       130","page":"1454-1461","publication_status":"published","publication_identifier":{"issn":["2212-8271"]},"language":[{"iso":"eng"}],"_id":"58421","user_id":"15782","department":[{"_id":"563"}],"status":"public","type":"journal_article","publication":"Procedia CIRP"},{"type":"journal_article","publication":"Procedia CIRP","status":"public","_id":"58422","user_id":"15782","department":[{"_id":"563"}],"language":[{"iso":"eng"}],"publication_status":"published","publication_identifier":{"issn":["2212-8271"]},"year":"2024","citation":{"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>","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>.","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>.","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>","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."},"page":"424-429","intvolume":"       128","date_updated":"2025-01-30T13:24:49Z","publisher":"Elsevier BV","author":[{"full_name":"Weller, Julian","last_name":"Weller","first_name":"Julian"},{"full_name":"Migenda, Nico","last_name":"Migenda","first_name":"Nico"},{"first_name":"Sebastian von","last_name":"Enzberg","full_name":"Enzberg, Sebastian von"},{"first_name":"Martin","last_name":"Kohlhase","full_name":"Kohlhase, Martin"},{"first_name":"Wolfram","full_name":"Schenck, Wolfram","last_name":"Schenck"},{"last_name":"Dumitrescu","id":"16190","full_name":"Dumitrescu, Roman","first_name":"Roman"}],"date_created":"2025-01-30T13:24:32Z","volume":128,"title":"Design decisions for integrating Prescriptive Analytics Use Cases into Smart Factories","doi":"10.1016/j.procir.2024.03.022"},{"user_id":"15782","department":[{"_id":"563"}],"_id":"58420","language":[{"iso":"eng"}],"type":"journal_article","publication":"Procedia CIRP","status":"public","date_created":"2025-01-30T13:00:18Z","author":[{"first_name":"Stefan","full_name":"Hartmann, Stefan","last_name":"Hartmann"},{"last_name":"Brock","full_name":"Brock, Jonathan","first_name":"Jonathan"},{"last_name":"Kühn","full_name":"Kühn, Arno","first_name":"Arno"},{"full_name":"Dumitrescu, Roman","id":"16190","last_name":"Dumitrescu","first_name":"Roman"}],"volume":130,"date_updated":"2025-01-30T13:00:44Z","publisher":"Elsevier BV","doi":"10.1016/j.procir.2024.10.062","title":"Applying Artificial Intelligence in the Smart Factory: Lessons Learned from real-world use cases","publication_status":"published","publication_identifier":{"issn":["2212-8271"]},"citation":{"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>.","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} }","short":"S. Hartmann, J. Brock, A. Kühn, R. Dumitrescu, Procedia CIRP 130 (2024) 100–105.","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>","ama":"Hartmann S, Brock J, Kühn A, Dumitrescu R. 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