[{"date_created":"2024-07-17T12:49:44Z","type":"conference","keyword":["Organizational Transformation","Systems Engineering","Meausrement","Metrics","Organizational Change"],"department":[{"_id":"152"}],"citation":{"short":"I. Gräßler, B. Grewe, (n.d.).","chicago":"Gräßler, Iris, and Benedikt Grewe. “Measuring Systems Engineering Transformation: A Systematic Literature Review.” 18th CIRP Conference on Intelligent Computation in Manufacturing Engineering, 10-12 July 2024, n.d. <a href=\"https://doi.org/10.1016/j.procir.2026.01.202\">https://doi.org/10.1016/j.procir.2026.01.202</a>.","ieee":"I. Gräßler and B. Grewe, “Measuring Systems Engineering Transformation: A systematic literature review.” doi: <a href=\"https://doi.org/10.1016/j.procir.2026.01.202\">https://doi.org/10.1016/j.procir.2026.01.202</a>.","apa":"Gräßler, I., &#38; Grewe, B. (n.d.). <i>Measuring Systems Engineering Transformation: A systematic literature review</i>. 18th CIRP Conference on Intelligent Computation in Manufacturing Engineering, Ischia, Italy. <a href=\"https://doi.org/10.1016/j.procir.2026.01.202\">https://doi.org/10.1016/j.procir.2026.01.202</a>","bibtex":"@article{Gräßler_Grewe, series={18th CIRP Conference on Intelligent Computation in Manufacturing Engineering, 10-12 July 2024}, title={Measuring Systems Engineering Transformation: A systematic literature review}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2026.01.202\">https://doi.org/10.1016/j.procir.2026.01.202</a>}, author={Gräßler, Iris and Grewe, Benedikt}, collection={18th CIRP Conference on Intelligent Computation in Manufacturing Engineering, 10-12 July 2024} }","ama":"Gräßler I, Grewe B. Measuring Systems Engineering Transformation: A systematic literature review. doi:<a href=\"https://doi.org/10.1016/j.procir.2026.01.202\">https://doi.org/10.1016/j.procir.2026.01.202</a>","mla":"Gräßler, Iris, and Benedikt Grewe. <i>Measuring Systems Engineering Transformation: A Systematic Literature Review</i>. doi:<a href=\"https://doi.org/10.1016/j.procir.2026.01.202\">https://doi.org/10.1016/j.procir.2026.01.202</a>."},"abstract":[{"lang":"eng","text":"Established companies are undertaking major transformation initiatives of their corporate structures and organisational forms to cope with the complexity during the engineering of cyber-physical production systems (CPPS). A frequently discussed issue is the measurability of this transformation progress. This paper conducts a systematic literature analysis of approaches regarding measurability of transformation and evaluates their application in the context of a systems engineering transformation. Measure-ment criteria are derived from the identified approaches, categorised, and finally evaluated by industry experts regarding their applicability. The categorised measurement criteria can be used to accurately measure the progress of a transformation process."}],"quality_controlled":"1","_id":"55308","language":[{"iso":"eng"}],"series_title":"18th CIRP Conference on Intelligent Computation in Manufacturing Engineering, 10-12 July 2024","user_id":"52359","doi":"https://doi.org/10.1016/j.procir.2026.01.202","year":"2026","status":"public","title":"Measuring Systems Engineering Transformation: A systematic literature review","author":[{"id":"47565","full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler","first_name":"Iris"},{"id":"52359","first_name":"Benedikt","last_name":"Grewe","full_name":"Grewe, Benedikt"}],"conference":{"end_date":"2024-07-12","location":"Ischia, Italy","name":"18th CIRP Conference on Intelligent Computation in Manufacturing Engineering","start_date":"2024-07-10"},"publication_status":"inpress","date_updated":"2026-02-24T07:41:48Z"},{"publication":"Procedia CIRP","type":"conference","department":[{"_id":"152"}],"date_created":"2026-02-24T07:31:34Z","publication_status":"published","date_updated":"2026-02-24T07:33:36Z","intvolume":"       138","year":"2026","title":"Verification of CO2 emissions for the generative design of lightweight mobility systems using digital product passport","publication_identifier":{"issn":["2212-8271"]},"author":[{"id":"47565","first_name":"Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler","full_name":"Gräßler, Iris"},{"full_name":"Hesse, Philipp","first_name":"Philipp","last_name":"Hesse","id":"60633"},{"full_name":"Jahnke, Ulrich","last_name":"Jahnke","first_name":"Ulrich"},{"last_name":"Habdank","first_name":"Matthias","full_name":"Habdank, Matthias"}],"doi":"10.1016/j.procir.2026.01.158","language":[{"iso":"eng"}],"quality_controlled":"1","citation":{"bibtex":"@inproceedings{Gräßler_Hesse_Jahnke_Habdank_2026, title={Verification of CO2 emissions for the generative design of lightweight mobility systems using digital product passport}, volume={138}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2026.01.158\">10.1016/j.procir.2026.01.158</a>}, booktitle={Procedia CIRP}, publisher={Elsevier BV}, author={Gräßler, Iris and Hesse, Philipp and Jahnke, Ulrich and Habdank, Matthias}, year={2026}, pages={915–920} }","ama":"Gräßler I, Hesse P, Jahnke U, Habdank M. Verification of CO2 emissions for the generative design of lightweight mobility systems using digital product passport. In: <i>Procedia CIRP</i>. Vol 138. Elsevier BV; 2026:915-920. doi:<a href=\"https://doi.org/10.1016/j.procir.2026.01.158\">10.1016/j.procir.2026.01.158</a>","mla":"Gräßler, Iris, et al. “Verification of CO2 Emissions for the Generative Design of Lightweight Mobility Systems Using Digital Product Passport.” <i>Procedia CIRP</i>, vol. 138, Elsevier BV, 2026, pp. 915–20, doi:<a href=\"https://doi.org/10.1016/j.procir.2026.01.158\">10.1016/j.procir.2026.01.158</a>.","short":"I. Gräßler, P. Hesse, U. Jahnke, M. Habdank, in: Procedia CIRP, Elsevier BV, 2026, pp. 915–920.","chicago":"Gräßler, Iris, Philipp Hesse, Ulrich Jahnke, and Matthias Habdank. “Verification of CO2 Emissions for the Generative Design of Lightweight Mobility Systems Using Digital Product Passport.” In <i>Procedia CIRP</i>, 138:915–20. Elsevier BV, 2026. <a href=\"https://doi.org/10.1016/j.procir.2026.01.158\">https://doi.org/10.1016/j.procir.2026.01.158</a>.","ieee":"I. Gräßler, P. Hesse, U. Jahnke, and M. Habdank, “Verification of CO2 emissions for the generative design of lightweight mobility systems using digital product passport,” in <i>Procedia CIRP</i>, 2026, vol. 138, pp. 915–920, doi: <a href=\"https://doi.org/10.1016/j.procir.2026.01.158\">10.1016/j.procir.2026.01.158</a>.","apa":"Gräßler, I., Hesse, P., Jahnke, U., &#38; Habdank, M. (2026). Verification of CO2 emissions for the generative design of lightweight mobility systems using digital product passport. <i>Procedia CIRP</i>, <i>138</i>, 915–920. <a href=\"https://doi.org/10.1016/j.procir.2026.01.158\">https://doi.org/10.1016/j.procir.2026.01.158</a>"},"status":"public","user_id":"5905","volume":138,"page":"915-920","_id":"64602","publisher":"Elsevier BV"},{"publication":"Procedia CIRP","date_created":"2026-02-24T07:33:57Z","department":[{"_id":"152"}],"type":"conference","author":[{"last_name":"Gräßler","first_name":"Iris","orcid":"0000-0001-5765-971X","full_name":"Gräßler, Iris","id":"47565"},{"first_name":"Alena Marie","last_name":"Tusek","full_name":"Tusek, Alena Marie","id":"59370"}],"publication_identifier":{"issn":["2212-8271"]},"title":"Sustainability criteria for future foresight in manufacturing companies","year":"2026","intvolume":"       138","date_updated":"2026-02-24T07:34:47Z","publication_status":"published","language":[{"iso":"eng"}],"doi":"10.1016/j.procir.2026.01.163","citation":{"mla":"Gräßler, Iris, and Alena Marie Tusek. “Sustainability Criteria for Future Foresight in Manufacturing Companies.” <i>Procedia CIRP</i>, vol. 138, Elsevier BV, 2026, pp. 945–50, doi:<a href=\"https://doi.org/10.1016/j.procir.2026.01.163\">10.1016/j.procir.2026.01.163</a>.","bibtex":"@inproceedings{Gräßler_Tusek_2026, title={Sustainability criteria for future foresight in manufacturing companies}, volume={138}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2026.01.163\">10.1016/j.procir.2026.01.163</a>}, booktitle={Procedia CIRP}, publisher={Elsevier BV}, author={Gräßler, Iris and Tusek, Alena Marie}, year={2026}, pages={945–950} }","ama":"Gräßler I, Tusek AM. Sustainability criteria for future foresight in manufacturing companies. In: <i>Procedia CIRP</i>. Vol 138. Elsevier BV; 2026:945-950. doi:<a href=\"https://doi.org/10.1016/j.procir.2026.01.163\">10.1016/j.procir.2026.01.163</a>","ieee":"I. Gräßler and A. M. Tusek, “Sustainability criteria for future foresight in manufacturing companies,” in <i>Procedia CIRP</i>, 2026, vol. 138, pp. 945–950, doi: <a href=\"https://doi.org/10.1016/j.procir.2026.01.163\">10.1016/j.procir.2026.01.163</a>.","apa":"Gräßler, I., &#38; Tusek, A. M. (2026). Sustainability criteria for future foresight in manufacturing companies. <i>Procedia CIRP</i>, <i>138</i>, 945–950. <a href=\"https://doi.org/10.1016/j.procir.2026.01.163\">https://doi.org/10.1016/j.procir.2026.01.163</a>","chicago":"Gräßler, Iris, and Alena Marie Tusek. “Sustainability Criteria for Future Foresight in Manufacturing Companies.” In <i>Procedia CIRP</i>, 138:945–50. Elsevier BV, 2026. <a href=\"https://doi.org/10.1016/j.procir.2026.01.163\">https://doi.org/10.1016/j.procir.2026.01.163</a>.","short":"I. Gräßler, A.M. Tusek, in: Procedia CIRP, Elsevier BV, 2026, pp. 945–950."},"quality_controlled":"1","status":"public","_id":"64603","publisher":"Elsevier BV","page":"945-950","volume":138,"user_id":"5905"},{"doi":"10.1016/j.procir.2026.05.099","main_file_link":[{"url":"https://www.sciencedirect.com/science/article/pii/S2212827126006013/pdf?md5=889a9eaf4f695e80c5f18d346c50f663&pid=1-s2.0-S2212827126006013-main.pdf","open_access":"1"}],"language":[{"iso":"eng"}],"publication_status":"published","date_updated":"2026-06-10T05:03:31Z","intvolume":"       140","title":"Metadata Model for Engineering of Sustainable Products in Value Creation Networks","year":"2026","publication_identifier":{"issn":["2212-8271"]},"author":[{"id":"47565","last_name":"Gräßler","first_name":"Iris","orcid":"0000-0001-5765-971X","full_name":"Gräßler, Iris"},{"id":"67999","orcid":"https://orcid.org/0000-0003-0602-9923","last_name":"Rarbach","first_name":"Sven","full_name":"Rarbach, Sven"},{"id":"405","full_name":"Pottebaum, Jens","first_name":"Jens","orcid":"http://orcid.org/0000-0001-8778-2989","last_name":"Pottebaum"},{"full_name":"Luessen, Florian","first_name":"Florian","last_name":"Luessen"},{"full_name":"Hoffmann, Joerg","last_name":"Hoffmann","first_name":"Joerg"}],"type":"journal_article","department":[{"_id":"152"}],"date_created":"2026-06-10T05:01:47Z","publication":"Procedia CIRP","user_id":"67999","volume":140,"page":"587-592","_id":"65821","publisher":"Elsevier BV","status":"public","oa":"1","quality_controlled":"1","citation":{"mla":"Gräßler, Iris, et al. “Metadata Model for Engineering of Sustainable Products in Value Creation Networks.” <i>Procedia CIRP</i>, vol. 140, Elsevier BV, 2026, pp. 587–92, doi:<a href=\"https://doi.org/10.1016/j.procir.2026.05.099\">10.1016/j.procir.2026.05.099</a>.","bibtex":"@article{Gräßler_Rarbach_Pottebaum_Luessen_Hoffmann_2026, title={Metadata Model for Engineering of Sustainable Products in Value Creation Networks}, volume={140}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2026.05.099\">10.1016/j.procir.2026.05.099</a>}, journal={Procedia CIRP}, publisher={Elsevier BV}, author={Gräßler, Iris and Rarbach, Sven and Pottebaum, Jens and Luessen, Florian and Hoffmann, Joerg}, year={2026}, pages={587–592} }","ama":"Gräßler I, Rarbach S, Pottebaum J, Luessen F, Hoffmann J. Metadata Model for Engineering of Sustainable Products in Value Creation Networks. <i>Procedia CIRP</i>. 2026;140:587-592. doi:<a href=\"https://doi.org/10.1016/j.procir.2026.05.099\">10.1016/j.procir.2026.05.099</a>","ieee":"I. Gräßler, S. Rarbach, J. Pottebaum, F. Luessen, and J. Hoffmann, “Metadata Model for Engineering of Sustainable Products in Value Creation Networks,” <i>Procedia CIRP</i>, vol. 140, pp. 587–592, 2026, doi: <a href=\"https://doi.org/10.1016/j.procir.2026.05.099\">10.1016/j.procir.2026.05.099</a>.","apa":"Gräßler, I., Rarbach, S., Pottebaum, J., Luessen, F., &#38; Hoffmann, J. (2026). Metadata Model for Engineering of Sustainable Products in Value Creation Networks. <i>Procedia CIRP</i>, <i>140</i>, 587–592. <a href=\"https://doi.org/10.1016/j.procir.2026.05.099\">https://doi.org/10.1016/j.procir.2026.05.099</a>","chicago":"Gräßler, Iris, Sven Rarbach, Jens Pottebaum, Florian Luessen, and Joerg Hoffmann. “Metadata Model for Engineering of Sustainable Products in Value Creation Networks.” <i>Procedia CIRP</i> 140 (2026): 587–92. <a href=\"https://doi.org/10.1016/j.procir.2026.05.099\">https://doi.org/10.1016/j.procir.2026.05.099</a>.","short":"I. Gräßler, S. Rarbach, J. Pottebaum, F. Luessen, J. Hoffmann, Procedia CIRP 140 (2026) 587–592."}},{"publication_identifier":{"issn":["2212-8271"]},"author":[{"id":"47565","last_name":"Gräßler","orcid":"0000-0001-5765-971X","first_name":"Iris","full_name":"Gräßler, Iris"},{"id":"67999","full_name":"Rarbach, Sven","last_name":"Rarbach","orcid":"https://orcid.org/0000-0003-0602-9923","first_name":"Sven"},{"full_name":"Pottebaum, Jens","orcid":"http://orcid.org/0000-0001-8778-2989","last_name":"Pottebaum","first_name":"Jens","id":"405"},{"full_name":"Hoffmann, Joerg","last_name":"Hoffmann","first_name":"Joerg"}],"year":"2026","title":"Metadata-based assessment of Data Quality for Engineering of Sustainable Products","intvolume":"       142","date_updated":"2026-06-10T05:02:40Z","publication_status":"published","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1","url":"https://www.sciencedirect.com/science/article/pii/S2212827126008280/pdf?md5=a68bc0683e223e6c598c33c8eba92912&pid=1-s2.0-S2212827126008280-main.pdf"}],"doi":"10.1016/j.procir.2026.05.255","publication":"Procedia CIRP","date_created":"2026-06-10T05:00:33Z","department":[{"_id":"152"}],"type":"journal_article","status":"public","_id":"65820","publisher":"Elsevier BV","page":"245-250","volume":142,"user_id":"67999","citation":{"short":"I. Gräßler, S. Rarbach, J. Pottebaum, J. Hoffmann, Procedia CIRP 142 (2026) 245–250.","chicago":"Gräßler, Iris, Sven Rarbach, Jens Pottebaum, and Joerg Hoffmann. “Metadata-Based Assessment of Data Quality for Engineering of Sustainable Products.” <i>Procedia CIRP</i> 142 (2026): 245–50. <a href=\"https://doi.org/10.1016/j.procir.2026.05.255\">https://doi.org/10.1016/j.procir.2026.05.255</a>.","apa":"Gräßler, I., Rarbach, S., Pottebaum, J., &#38; Hoffmann, J. (2026). Metadata-based assessment of Data Quality for Engineering of Sustainable Products. <i>Procedia CIRP</i>, <i>142</i>, 245–250. <a href=\"https://doi.org/10.1016/j.procir.2026.05.255\">https://doi.org/10.1016/j.procir.2026.05.255</a>","ieee":"I. Gräßler, S. Rarbach, J. Pottebaum, and J. Hoffmann, “Metadata-based assessment of Data Quality for Engineering of Sustainable Products,” <i>Procedia CIRP</i>, vol. 142, pp. 245–250, 2026, doi: <a href=\"https://doi.org/10.1016/j.procir.2026.05.255\">10.1016/j.procir.2026.05.255</a>.","ama":"Gräßler I, Rarbach S, Pottebaum J, Hoffmann J. Metadata-based assessment of Data Quality for Engineering of Sustainable Products. <i>Procedia CIRP</i>. 2026;142:245-250. doi:<a href=\"https://doi.org/10.1016/j.procir.2026.05.255\">10.1016/j.procir.2026.05.255</a>","bibtex":"@article{Gräßler_Rarbach_Pottebaum_Hoffmann_2026, title={Metadata-based assessment of Data Quality for Engineering of Sustainable Products}, volume={142}, DOI={<a href=\"https://doi.org/10.1016/j.procir.2026.05.255\">10.1016/j.procir.2026.05.255</a>}, journal={Procedia CIRP}, publisher={Elsevier BV}, author={Gräßler, Iris and Rarbach, Sven and Pottebaum, Jens and Hoffmann, Joerg}, year={2026}, pages={245–250} }","mla":"Gräßler, Iris, et al. “Metadata-Based Assessment of Data Quality for Engineering of Sustainable Products.” <i>Procedia CIRP</i>, vol. 142, Elsevier BV, 2026, pp. 245–50, doi:<a href=\"https://doi.org/10.1016/j.procir.2026.05.255\">10.1016/j.procir.2026.05.255</a>."},"quality_controlled":"1","oa":"1"},{"date_created":"2026-07-06T15:45:02Z","keyword":["simulation-based design","design tools","multi-/cross-/trans-disciplinary approaches","simulation data reuse"],"type":"conference","department":[{"_id":"152"}],"publication":"Proceedings of the Design Society","abstract":[{"text":"<jats:title>ABSTRACT:</jats:title>\r\n                  <jats:p>Engineers simulate system behavior to support decisions in product engineering. Leveraging such engineering simulation data in strategic product planning can support idea generation and early evaluation of design alternatives and limitations. However, limited resources and expertise hinder broader uptake in strategic product planning. This paper investigates simulator integration into automated workflows and key processing components to enable simulation without in-depth expertise. This approach improves strategic product planning by creating data-based decision support.</jats:p>","lang":"eng"}],"main_file_link":[{"url":"https://www.cambridge.org/core/journals/proceedings-of-the-design-society/article/leveraging-extremescale-simulation-data-a-workflow-framework-for-multidisciplinary-simulator-integration/7487C465DBA5DC633F1A37609C2E3D70","open_access":"1"}],"language":[{"iso":"eng"}],"doi":"10.1017/pds.2026.10394","title":"Leveraging extreme-scale simulation data: a workflow framework for multidisciplinary simulator integration","year":"2026","publication_identifier":{"issn":["2732-527X"]},"author":[{"last_name":"Gräßler","orcid":"0000-0001-5765-971X","first_name":"Iris","full_name":"Gräßler, Iris","id":"47565"},{"id":"108017","orcid":"https://orcid.org/0009-0005-7676-4036","first_name":"Niklas","last_name":"Döhner","full_name":"Döhner, Niklas"}],"date_updated":"2026-07-06T15:50:37Z","publication_status":"published","intvolume":"         6","oa":"1","citation":{"apa":"Gräßler, I., &#38; Döhner, N. (2026). Leveraging extreme-scale simulation data: a workflow framework for multidisciplinary simulator integration. <i>Proceedings of the Design Society</i>, <i>6</i>, 357–366. <a href=\"https://doi.org/10.1017/pds.2026.10394\">https://doi.org/10.1017/pds.2026.10394</a>","ieee":"I. Gräßler and N. Döhner, “Leveraging extreme-scale simulation data: a workflow framework for multidisciplinary simulator integration,” in <i>Proceedings of the Design Society</i>, 2026, vol. 6, pp. 357–366, doi: <a href=\"https://doi.org/10.1017/pds.2026.10394\">10.1017/pds.2026.10394</a>.","chicago":"Gräßler, Iris, and Niklas Döhner. “Leveraging Extreme-Scale Simulation Data: A Workflow Framework for Multidisciplinary Simulator Integration.” In <i>Proceedings of the Design Society</i>, 6:357–66. Cambridge University Press (CUP), 2026. <a href=\"https://doi.org/10.1017/pds.2026.10394\">https://doi.org/10.1017/pds.2026.10394</a>.","short":"I. Gräßler, N. Döhner, in: Proceedings of the Design Society, Cambridge University Press (CUP), 2026, pp. 357–366.","mla":"Gräßler, Iris, and Niklas Döhner. “Leveraging Extreme-Scale Simulation Data: A Workflow Framework for Multidisciplinary Simulator Integration.” <i>Proceedings of the Design Society</i>, vol. 6, Cambridge University Press (CUP), 2026, pp. 357–66, doi:<a href=\"https://doi.org/10.1017/pds.2026.10394\">10.1017/pds.2026.10394</a>.","ama":"Gräßler I, Döhner N. Leveraging extreme-scale simulation data: a workflow framework for multidisciplinary simulator integration. In: <i>Proceedings of the Design Society</i>. Vol 6. Cambridge University Press (CUP); 2026:357-366. doi:<a href=\"https://doi.org/10.1017/pds.2026.10394\">10.1017/pds.2026.10394</a>","bibtex":"@inproceedings{Gräßler_Döhner_2026, title={Leveraging extreme-scale simulation data: a workflow framework for multidisciplinary simulator integration}, volume={6}, DOI={<a href=\"https://doi.org/10.1017/pds.2026.10394\">10.1017/pds.2026.10394</a>}, booktitle={Proceedings of the Design Society}, publisher={Cambridge University Press (CUP)}, author={Gräßler, Iris and Döhner, Niklas}, year={2026}, pages={357–366} }"},"quality_controlled":"1","page":"357-366","_id":"66288","publisher":"Cambridge University Press (CUP)","user_id":"108017","volume":6,"status":"public"},{"publisher":"Springer Fachmedien Wiesbaden","_id":"66332","language":[{"iso":"ger"}],"user_id":"67999","doi":"10.1007/978-3-658-52117-2_17","status":"public","year":"2026","title":"PLM und Datenökosysteme für eine MBSE-basierte zirkuläre Wertschöpfung","publication_identifier":{"isbn":["9783658521165","9783658521172"]},"author":[{"id":"47565","full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","first_name":"Iris","last_name":"Gräßler"},{"id":"67999","first_name":"Sven","last_name":"Rarbach","orcid":"https://orcid.org/0000-0003-0602-9923","full_name":"Rarbach, Sven"},{"last_name":"Pottebaum","first_name":"Jens","orcid":"http://orcid.org/0000-0001-8778-2989","full_name":"Pottebaum, Jens","id":"405"}],"publication_status":"published","date_updated":"2026-07-08T07:04:22Z","date_created":"2026-07-08T07:01:48Z","place":"Wiesbaden","type":"book_chapter","department":[{"_id":"152"}],"publication":"Nachhaltigkeit in der Produktentwicklung","citation":{"mla":"Gräßler, Iris, et al. “PLM und Datenökosysteme für eine MBSE-basierte zirkuläre Wertschöpfung.” <i>Nachhaltigkeit in der Produktentwicklung</i>, Springer Fachmedien Wiesbaden, 2026, doi:<a href=\"https://doi.org/10.1007/978-3-658-52117-2_17\">10.1007/978-3-658-52117-2_17</a>.","bibtex":"@inbook{Gräßler_Rarbach_Pottebaum_2026, place={Wiesbaden}, title={PLM und Datenökosysteme für eine MBSE-basierte zirkuläre Wertschöpfung}, DOI={<a href=\"https://doi.org/10.1007/978-3-658-52117-2_17\">10.1007/978-3-658-52117-2_17</a>}, booktitle={Nachhaltigkeit in der Produktentwicklung}, publisher={Springer Fachmedien Wiesbaden}, author={Gräßler, Iris and Rarbach, Sven and Pottebaum, Jens}, year={2026} }","ama":"Gräßler I, Rarbach S, Pottebaum J. PLM und Datenökosysteme für eine MBSE-basierte zirkuläre Wertschöpfung. In: <i>Nachhaltigkeit in der Produktentwicklung</i>. Springer Fachmedien Wiesbaden; 2026. doi:<a href=\"https://doi.org/10.1007/978-3-658-52117-2_17\">10.1007/978-3-658-52117-2_17</a>","ieee":"I. Gräßler, S. Rarbach, and J. Pottebaum, “PLM und Datenökosysteme für eine MBSE-basierte zirkuläre Wertschöpfung,” in <i>Nachhaltigkeit in der Produktentwicklung</i>, Wiesbaden: Springer Fachmedien Wiesbaden, 2026.","apa":"Gräßler, I., Rarbach, S., &#38; Pottebaum, J. (2026). PLM und Datenökosysteme für eine MBSE-basierte zirkuläre Wertschöpfung. In <i>Nachhaltigkeit in der Produktentwicklung</i>. Springer Fachmedien Wiesbaden. <a href=\"https://doi.org/10.1007/978-3-658-52117-2_17\">https://doi.org/10.1007/978-3-658-52117-2_17</a>","chicago":"Gräßler, Iris, Sven Rarbach, and Jens Pottebaum. “PLM und Datenökosysteme für eine MBSE-basierte zirkuläre Wertschöpfung.” In <i>Nachhaltigkeit in der Produktentwicklung</i>. Wiesbaden: Springer Fachmedien Wiesbaden, 2026. <a href=\"https://doi.org/10.1007/978-3-658-52117-2_17\">https://doi.org/10.1007/978-3-658-52117-2_17</a>.","short":"I. Gräßler, S. Rarbach, J. Pottebaum, in: Nachhaltigkeit in der Produktentwicklung, Springer Fachmedien Wiesbaden, Wiesbaden, 2026."},"quality_controlled":"1"},{"_id":"66548","publisher":"Manufacturing-X Guidance Board","user_id":"405","status":"public","has_accepted_license":"1","place":"Berlin","oa":"1","citation":{"ieee":"J. Pottebaum <i>et al.</i>, <i>Understanding the Value of Data Ecosystems for Circular Economy Metrics</i>. Berlin: Manufacturing-X Guidance Board, 2026.","apa":"Pottebaum, J., Dietrich, K., Schmidt, L., Biglari, M., Schmidt, M.-G., Pistillo, A., Gravina, N., &#38; Schmidt, F. (2026). <i>Understanding the Value of Data Ecosystems for Circular Economy Metrics</i>. Manufacturing-X Guidance Board. <a href=\"https://doi.org/10.24406/PUBLICA-9382\">https://doi.org/10.24406/PUBLICA-9382</a>","chicago":"Pottebaum, Jens, Katrin Dietrich, Lara Schmidt, Mostafa Biglari, Michael-Georg Schmidt, Alessandro Pistillo, Nadja Gravina, and Franziska Schmidt. <i>Understanding the Value of Data Ecosystems for Circular Economy Metrics</i>. Berlin: Manufacturing-X Guidance Board, 2026. <a href=\"https://doi.org/10.24406/PUBLICA-9382\">https://doi.org/10.24406/PUBLICA-9382</a>.","short":"J. Pottebaum, K. Dietrich, L. Schmidt, M. Biglari, M.-G. Schmidt, A. Pistillo, N. Gravina, F. Schmidt, Understanding the Value of Data Ecosystems for Circular Economy Metrics, Manufacturing-X Guidance Board, Berlin, 2026.","mla":"Pottebaum, Jens, et al. <i>Understanding the Value of Data Ecosystems for Circular Economy Metrics</i>. Manufacturing-X Guidance Board, 2026, doi:<a href=\"https://doi.org/10.24406/PUBLICA-9382\">10.24406/PUBLICA-9382</a>.","bibtex":"@book{Pottebaum_Dietrich_Schmidt_Biglari_Schmidt_Pistillo_Gravina_Schmidt_2026, place={Berlin}, title={Understanding the Value of Data Ecosystems for Circular Economy Metrics}, DOI={<a href=\"https://doi.org/10.24406/PUBLICA-9382\">10.24406/PUBLICA-9382</a>}, publisher={Manufacturing-X Guidance Board}, author={Pottebaum, Jens and Dietrich, Katrin and Schmidt, Lara and Biglari, Mostafa and Schmidt, Michael-Georg and Pistillo, Alessandro and Gravina, Nadja and Schmidt, Franziska}, year={2026} }","ama":"Pottebaum J, Dietrich K, Schmidt L, et al. <i>Understanding the Value of Data Ecosystems for Circular Economy Metrics</i>. Manufacturing-X Guidance Board; 2026. doi:<a href=\"https://doi.org/10.24406/PUBLICA-9382\">10.24406/PUBLICA-9382</a>"},"main_file_link":[{"open_access":"1"}],"language":[{"iso":"eng"}],"doi":"10.24406/PUBLICA-9382","year":"2026","title":"Understanding the Value of Data Ecosystems for Circular Economy Metrics","author":[{"id":"405","first_name":"Jens","last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989","full_name":"Pottebaum, Jens"},{"full_name":"Dietrich, Katrin","first_name":"Katrin","last_name":"Dietrich"},{"last_name":"Schmidt","first_name":"Lara","full_name":"Schmidt, Lara"},{"full_name":"Biglari, Mostafa","last_name":"Biglari","first_name":"Mostafa"},{"first_name":"Michael-Georg","last_name":"Schmidt","full_name":"Schmidt, Michael-Georg"},{"first_name":"Alessandro","last_name":"Pistillo","full_name":"Pistillo, Alessandro"},{"first_name":"Nadja","last_name":"Gravina","full_name":"Gravina, Nadja"},{"last_name":"Schmidt","first_name":"Franziska","full_name":"Schmidt, Franziska"}],"publication_status":"published","date_updated":"2026-07-20T19:13:06Z","date_created":"2026-07-20T19:06:41Z","type":"report","keyword":["Circular Economy","Circular Economy Metrics","Manufacturing-X","Data Ecosystems"],"department":[{"_id":"152"}],"abstract":[{"lang":"eng","text":"The Circular Economy is considered a key approach to addressing resource scarcity, rising raw material prices, and the need for more resilient value chains. However, its practical implementation is often hindered by the lack of suitable and standardized metrics, as well as by high requirements for horizontal and vertical data integration. This white paper illustrates, through selected Manufacturing-X projects, how federated data ecosystems can help establish Circular Economy metrics as an effective management instrument for growth, margin protection, and resilience.\r\nBased on literature, industrial practice, and demonstrators, Circular Economy metrics are structured into four groups: overarching assessment approaches, disassembly-related indicators, lifetime-oriented metrics, and end-of-life and recycling-focused indicators. Use cases from Construct-X, Decide4ECO, Fluid 4.0, Chem-X, and other Manufacturing-X initiatives demonstrate the benefits of data-driven approaches for product, component, and material loops. At the same time, they reveal a current lack of interoperable, cross-industry standards for both metrics and data models.\r\nThe white paper concludes that data ecosystems such as Manufacturing-X are a key enabler for scaling circular business models. In particular, shared cross-sector frameworks for metrics, standardized information models based for example on the Asset Administration Shell, and the integration of circular metrics into existing systems and processes are essential. The work presented therefore marks an important step toward a data-driven and economically viable Circular Economy."}]},{"author":[{"id":"47565","full_name":"Gräßler, Iris","first_name":"Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler"},{"id":"74512","last_name":"Aydin","first_name":"Simon","full_name":"Aydin, Simon"},{"id":"67999","full_name":"Rarbach, Sven","orcid":"https://orcid.org/0000-0003-0602-9923","first_name":"Sven","last_name":"Rarbach"}],"title":"Systematic review of engineering simulation models for life cycle assessment","year":"2026","date_updated":"2026-08-13T08:18:14Z","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1","url":"https://digital.ub.uni-paderborn.de/hs/download/pdf/8359171"}],"doi":"10.17619/UNIPB/1-2637","publication":"1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University","abstract":[{"lang":"eng","text":"Manufacturing companies increasingly integrate the strive towards sustainability into product engineering to reduce resource consumption and environmental impacts. A substantial share of a product’s environmental performance is determined during engineering. Early assessments rely on generic data, which is gradually replaced by more concrete simulation and primary data as product maturity increases. The effective use of engineering simulation models for Life Cycle Assessment (LCA) therefore remains a central challenge under heterogeneous, distributed and rapidly evolving data. This article presents a systematic review of product engineering approaches for integrating simulation models into LCA. A seven-step research approach is applied to identify, categorize and evaluate existing approaches across CAx tools. Relevant simulation parameters for sustainability assessment, including material properties, process descriptors, consumables and waste streams, are identified and analyzed. Based on identified data characteristics, the potential of Data Science and Artificial Intelligence methods for LCA data preparation is assessed. A conceptual knowledge-graph-based decision support approach is derived to enable structured integration, traceability and reuse of simulation data for sustainability assessment. The approach is evaluated using criteria from literature. Structured integration of simulation data improves early-stage data quality and supports decision-making in sustainable product engineering."}],"date_created":"2026-07-16T09:41:28Z","department":[{"_id":"152"}],"type":"conference","conference":{"location":"Paderborn","start_date":"20260324","name":"International Symposium on Hybrid Intelligence in Product and Production Engineering 1. 2026 Paderborn","end_date":"20260326"},"status":"public","_id":"66514","publisher":"Universitätsbibliothek","editor":[{"full_name":"Gräßler, Iris","first_name":"Iris","last_name":"Gräßler"}],"user_id":"67999","citation":{"ama":"Gräßler I, Aydin S, Rarbach S. Systematic review of engineering simulation models for life cycle assessment. In: Gräßler I, ed. <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Universitätsbibliothek; 2026. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2637\">10.17619/UNIPB/1-2637</a>","bibtex":"@inproceedings{Gräßler_Aydin_Rarbach_2026, place={Paderborn}, title={Systematic review of engineering simulation models for life cycle assessment}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-2637\">10.17619/UNIPB/1-2637</a>}, booktitle={1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University}, publisher={Universitätsbibliothek}, author={Gräßler, Iris and Aydin, Simon and Rarbach, Sven}, editor={Gräßler, Iris}, year={2026} }","mla":"Gräßler, Iris, et al. “Systematic Review of Engineering Simulation Models for Life Cycle Assessment.” <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited by Iris Gräßler, Universitätsbibliothek, 2026, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2637\">10.17619/UNIPB/1-2637</a>.","chicago":"Gräßler, Iris, Simon Aydin, and Sven Rarbach. “Systematic Review of Engineering Simulation Models for Life Cycle Assessment.” In <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited by Iris Gräßler. Paderborn: Universitätsbibliothek, 2026. <a href=\"https://doi.org/10.17619/UNIPB/1-2637\">https://doi.org/10.17619/UNIPB/1-2637</a>.","short":"I. Gräßler, S. Aydin, S. Rarbach, in: I. Gräßler (Ed.), 1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University, Universitätsbibliothek, Paderborn, 2026.","apa":"Gräßler, I., Aydin, S., &#38; Rarbach, S. (2026). Systematic review of engineering simulation models for life cycle assessment. In I. Gräßler (Ed.), <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Universitätsbibliothek. <a href=\"https://doi.org/10.17619/UNIPB/1-2637\">https://doi.org/10.17619/UNIPB/1-2637</a>","ieee":"I. Gräßler, S. Aydin, and S. Rarbach, “Systematic review of engineering simulation models for life cycle assessment,” in <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, Paderborn, 2026, doi: <a href=\"https://doi.org/10.17619/UNIPB/1-2637\">10.17619/UNIPB/1-2637</a>."},"quality_controlled":"1","place":"Paderborn","oa":"1"},{"oa":"1","place":"Paderborn","quality_controlled":"1","citation":{"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>.","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.","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>.","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>.","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} }"},"editor":[{"last_name":"Graessler","first_name":"Iris","full_name":"Graessler, Iris"}],"user_id":"76202","publisher":"Universitätsbibliothek","_id":"66683","conference":{"start_date":"25","location":"Paderborn"},"status":"public","department":[{"_id":"152"}],"type":"conference","date_created":"2026-08-07T11:59:52Z","abstract":[{"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.","lang":"eng"}],"publication":"1st International Symposium on Hybrid Intelligence in Product and Production Engineering","doi":"10.17619/UNIPB/1-2640","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"date_updated":"2026-08-13T08:14:20Z","publication_status":"published","author":[{"id":"47565","last_name":"Gräßler","first_name":"I.","orcid":"0000-0001-5765-971X","full_name":"Gräßler, I."},{"full_name":"Hesse, Thomas","first_name":"Thomas","last_name":"Hesse","id":"76202"},{"orcid":"http://orcid.org/0000-0001-8778-2989","last_name":"Pottebaum","first_name":"Jens","full_name":"Pottebaum, Jens","id":"405"}],"title":"Enabling extreme data by using DS/AI approaches","year":"2026"},{"citation":{"mla":"Gräßler, Iris, editor. <i>1st International Symposium : March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Universitätsbibliothek, 2026, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2663\">10.17619/UNIPB/1-2663</a>.","bibtex":"@book{Gräßler_2026, title={1st International Symposium : March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-2663\">10.17619/UNIPB/1-2663</a>}, publisher={Universitätsbibliothek}, year={2026} }","ama":"Gräßler I, ed. <i>1st International Symposium : March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Universitätsbibliothek; 2026. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2663\">10.17619/UNIPB/1-2663</a>","ieee":"I. Gräßler, Ed., <i>1st International Symposium : March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Universitätsbibliothek, 2026.","apa":"Gräßler, I. (Ed.). (2026). <i>1st International Symposium : March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Universitätsbibliothek. <a href=\"https://doi.org/10.17619/UNIPB/1-2663\">https://doi.org/10.17619/UNIPB/1-2663</a>","chicago":"Gräßler, Iris, ed. <i>1st International Symposium : March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Universitätsbibliothek, 2026. <a href=\"https://doi.org/10.17619/UNIPB/1-2663\">https://doi.org/10.17619/UNIPB/1-2663</a>.","short":"I. Gräßler, ed., 1st International Symposium : March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University, Universitätsbibliothek, 2026."},"quality_controlled":"1","date_created":"2026-08-13T08:39:46Z","oa":"1","department":[{"_id":"152"}],"type":"conference_editor","conference":{"end_date":"20260326","name":"International Symposium on Hybrid Intelligence in Product and Production Engineering 1","start_date":"20260324","location":"Paderborn"},"title":"1st International Symposium : March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University","status":"public","year":"2026","date_updated":"2026-08-13T08:46:01Z","publisher":"Universitätsbibliothek","_id":"66704","language":[{"iso":"eng"}],"main_file_link":[{"url":"https://digital.ub.uni-paderborn.de/hs/download/pdf/8360574","open_access":"1"}],"editor":[{"id":"47565","orcid":"0000-0001-5765-971X","last_name":"Gräßler","first_name":"Iris","full_name":"Gräßler, Iris"}],"doi":"10.17619/UNIPB/1-2663","user_id":"5905"},{"main_file_link":[{"open_access":"1"}],"language":[{"iso":"eng"}],"doi":"10.17619/UNIPB/1-2642","title":"A product Meta Data Model of assembly-related extreme data to enable hybrid decision support","year":"2026","author":[{"last_name":"Gräßler","first_name":"Iris","orcid":"0000-0001-5765-971X","full_name":"Gräßler, Iris","id":"47565"},{"first_name":"Felix","last_name":"Vollenkemper","full_name":"Vollenkemper, Felix","id":"74028"},{"id":"405","full_name":"Pottebaum, Jens","first_name":"Jens","last_name":"Pottebaum","orcid":"http://orcid.org/0000-0001-8778-2989"}],"publication_status":"published","date_updated":"2026-08-24T11:42:17Z","date_created":"2026-07-16T11:58:01Z","type":"conference","department":[{"_id":"152"}],"publication":"1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University","abstract":[{"lang":"eng","text":"Models of Circular Economy introduce circularity strategies like reuse, repair or remanufacture. A significant level of complexity is added when these strategies are applied not only on integrated product level, but on lower levels of assemblies and parts. Therefore, approaches, like Design for Assembly, Disassembly and Reassembly (DfADR) become increasingly important including the consideration of ADR capabilities. To put DfADR into practice, it is necessary to structure ADR-related product data and make it usable for product engineers. For instance, assemblies resulting from disassembly might not be consistent with original assembly structures. Therefore, a Product Meta Data Model (MDM) is required to handle assembly-related data even when it has extreme characteristics. A literature review on related MDMs reveals a range of models for general product data and identifies a gap in consideration of assembly-related data. In an expert workshop, requirements are raised to evaluate existing models and develop ADR-related extensions. The MDM is conceptually modelled and validated by competence questions. The paper presents an approach that makes assembly-related data usable for hybrid decision support and enables engineers to think ahead of ADR processes."}],"_id":"66517","publisher":"Universitätsbibliothek","user_id":"74028","editor":[{"full_name":"Graessler, Iris","first_name":"Iris","last_name":"Graessler"}],"status":"public","conference":{"end_date":"2026-03-26","name":"International Symposium on Hybrid Intelligence in Product and Production Engineering 1. 2026 Paderborn","start_date":"2026-03-24","location":"Paderborn"},"place":"Paderborn","oa":"1","citation":{"ieee":"I. Gräßler, F. Vollenkemper, and J. Pottebaum, “A product Meta Data Model of assembly-related extreme data to enable hybrid decision support,” in <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, Paderborn, 2026, doi: <a href=\"https://doi.org/10.17619/UNIPB/1-2642\">10.17619/UNIPB/1-2642</a>.","apa":"Gräßler, I., Vollenkemper, F., &#38; Pottebaum, J. (2026). A product Meta Data Model of assembly-related extreme data to enable hybrid decision support. In I. Graessler (Ed.), <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Universitätsbibliothek. <a href=\"https://doi.org/10.17619/UNIPB/1-2642\">https://doi.org/10.17619/UNIPB/1-2642</a>","short":"I. Gräßler, F. Vollenkemper, J. Pottebaum, in: I. Graessler (Ed.), 1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University, Universitätsbibliothek, Paderborn, 2026.","chicago":"Gräßler, Iris, Felix Vollenkemper, and Jens Pottebaum. “A Product Meta Data Model of Assembly-Related Extreme Data to Enable Hybrid Decision Support.” In <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited by Iris Graessler. Paderborn: Universitätsbibliothek, 2026. <a href=\"https://doi.org/10.17619/UNIPB/1-2642\">https://doi.org/10.17619/UNIPB/1-2642</a>.","mla":"Gräßler, Iris, et al. “A Product Meta Data Model of Assembly-Related Extreme Data to Enable Hybrid Decision Support.” <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited by Iris Graessler, Universitätsbibliothek, 2026, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2642\">10.17619/UNIPB/1-2642</a>.","bibtex":"@inproceedings{Gräßler_Vollenkemper_Pottebaum_2026, place={Paderborn}, title={A product Meta Data Model of assembly-related extreme data to enable hybrid decision support}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-2642\">10.17619/UNIPB/1-2642</a>}, booktitle={1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University}, publisher={Universitätsbibliothek}, author={Gräßler, Iris and Vollenkemper, Felix and Pottebaum, Jens}, editor={Graessler, Iris}, year={2026} }","ama":"Gräßler I, Vollenkemper F, Pottebaum J. A product Meta Data Model of assembly-related extreme data to enable hybrid decision support. In: Graessler I, ed. <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Universitätsbibliothek; 2026. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2642\">10.17619/UNIPB/1-2642</a>"},"quality_controlled":"1"},{"date_created":"2026-09-30T11:44:50Z","department":[{"_id":"43"},{"_id":"9"},{"_id":"26"},{"_id":"152"}],"keyword":["Workflow","Decision Support","Strategic Product Planning","Decision-making"],"type":"conference","publication":"24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE ","abstract":[{"text":"This research provides a method for designing competenceoriented, modular workflows that support strategic decisionmaking in strategic product planning (SPP) under conditions of uncertainty and time pressure. Increasing digitalization and data availability require decision support systems that integrate analytical models while being tailored to the competencies of decision-makers. Based on a systematic literature review and stakeholder workshops, eight success factors for competency-oriented workflow integration are identified, including modularity, traceability, interoperability, adaptability, handling uncertainty, and user acceptance. Based on these factors, a five-step method is developed that links business processes, data sources, evaluation criteria, visualization formats, and graphical workflow implementation. Strategic and technical decision logic are integrated into a unified, modular framework using graphical modeling environments. The method is validated in workshops and demonstrates its applicability in time-critical, multi-criteria decision contexts. The results show improved transparency, adaptability, and practical usability of datadriven decision processes that support robust and traceable business decisions. ","lang":"eng"}],"language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"publication_identifier":{"isbn":["978-9-492859-40-2"]},"corporate_editor":["EUROSIS-ETI"],"author":[{"full_name":"Gräßler, Iris","last_name":"Gräßler","orcid":"0000-0001-5765-971X","first_name":"Iris","id":"47565"},{"id":"58595","last_name":"Özcan","first_name":"Deniz","full_name":"Özcan, Deniz"}],"title":"Competence-Oriented Modular Workflow Design for Strategic Decisions","year":"2026","intvolume":"        24","publication_status":"published","date_updated":"2026-10-01T12:25:52Z","oa":"1","citation":{"short":"I. Gräßler, D. Özcan, in: J.D.N. Gonzalez, M.G. Romay, EUROSIS-ETI (Eds.), 24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE , 2026, pp. 73–80.","chicago":"Gräßler, Iris, and Deniz Özcan. “Competence-Oriented Modular Workflow Design for Strategic Decisions.” In <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>, edited by Jose David Nunez Gonzalez, Manuel Grana Romay, and EUROSIS-ETI, 24:73–80, 2026.","apa":"Gräßler, I., &#38; Özcan, D. (2026). Competence-Oriented Modular Workflow Design for Strategic Decisions. In J. D. N. Gonzalez, M. G. Romay, &#38; EUROSIS-ETI (Eds.), <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i> (Vol. 24, pp. 73–80).","ieee":"I. Gräßler and D. Özcan, “Competence-Oriented Modular Workflow Design for Strategic Decisions,” in <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>, San Sebastian, Spain, 2026, vol. 24, pp. 73–80.","ama":"Gräßler I, Özcan D. Competence-Oriented Modular Workflow Design for Strategic Decisions. In: Gonzalez JDN, Romay MG, EUROSIS-ETI, eds. <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>. Vol 24. ; 2026:73-80.","bibtex":"@inproceedings{Gräßler_Özcan_2026, title={Competence-Oriented Modular Workflow Design for Strategic Decisions}, volume={24}, booktitle={24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE }, author={Gräßler, Iris and Özcan, Deniz}, editor={Gonzalez, Jose David Nunez and Romay, Manuel Grana and EUROSIS-ETI}, year={2026}, pages={73–80} }","mla":"Gräßler, Iris, and Deniz Özcan. “Competence-Oriented Modular Workflow Design for Strategic Decisions.” <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>, edited by Jose David Nunez Gonzalez et al., vol. 24, 2026, pp. 73–80."},"quality_controlled":"1","_id":"67285","page":"73-80","volume":24,"editor":[{"last_name":"Gonzalez","first_name":"Jose David Nunez","full_name":"Gonzalez, Jose David Nunez"},{"full_name":"Romay, Manuel Grana","first_name":"Manuel Grana","last_name":"Romay"}],"user_id":"58595","conference":{"location":"San Sebastian, Spain","start_date":"2026-05-27","name":"24th Industrial Simulation Conference 2026 ","end_date":"2026-05-29"},"status":"public"},{"intvolume":"       237","publication_status":"published","date_updated":"2026-10-01T12:25:58Z","author":[{"id":"47565","full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","first_name":"Iris","last_name":"Gräßler"},{"id":"58595","full_name":"Özcan, Deniz","last_name":"Özcan","first_name":"Deniz"}],"publication_identifier":{"issn":["2771-0718"]},"year":"2026","title":"Extended Exploitation of Data in Manufacturing Companies for Strategic Decision-Making","doi":"10.54941/ahfe1008175","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1"}],"abstract":[{"text":"<jats:p>For foresightful strategic decisions in engineering and production, it is important to identify and classify operational engineering data inmanufacturing companies in terms of relevance and impact. Established methods like Scenario-Technique or roadmapping consider expertise of strategic decision-makers and central decision-making bodies by, for instance, workshops and interviews. There is no overarching approach for evaluating the variety of operational data sources and feed them into specific data processing pipelines targeting strategic decision support. Based on a systematic literature analysis and comprehensive industrial experience, requirements are derived. These requirements are used to develop a method to identify, classify and evaluate data for strategic decision-making. The method is validated in an industrial project. The aim is to exploit informal and fragmented data from operational levels into structured, transparent decision support for strategic players.</jats:p>","lang":"eng"}],"publication":"AHFE International","department":[{"_id":"43"},{"_id":"9"},{"_id":"26"},{"_id":"152"}],"type":"conference","date_created":"2026-09-30T11:30:36Z","conference":{"start_date":"2025-09-22","name":"8th International Conference on Human Systems Engineering and Design (IHSED2024): Future Trends and Applications","location":"Paris","end_date":"2025-09-24"},"status":"public","volume":237,"user_id":"58595","publisher":"AHFE International","_id":"67284","quality_controlled":"1","citation":{"ama":"Gräßler I, Özcan D. Extended Exploitation of Data in Manufacturing Companies for Strategic Decision-Making. In: <i>AHFE International</i>. Vol 237. AHFE International; 2026. doi:<a href=\"https://doi.org/10.54941/ahfe1008175\">10.54941/ahfe1008175</a>","bibtex":"@inproceedings{Gräßler_Özcan_2026, title={Extended Exploitation of Data in Manufacturing Companies for Strategic Decision-Making}, volume={237}, DOI={<a href=\"https://doi.org/10.54941/ahfe1008175\">10.54941/ahfe1008175</a>}, booktitle={AHFE International}, publisher={AHFE International}, author={Gräßler, Iris and Özcan, Deniz}, year={2026} }","mla":"Gräßler, Iris, and Deniz Özcan. “Extended Exploitation of Data in Manufacturing Companies for Strategic Decision-Making.” <i>AHFE International</i>, vol. 237, AHFE International, 2026, doi:<a href=\"https://doi.org/10.54941/ahfe1008175\">10.54941/ahfe1008175</a>.","short":"I. Gräßler, D. Özcan, in: AHFE International, AHFE International, 2026.","chicago":"Gräßler, Iris, and Deniz Özcan. “Extended Exploitation of Data in Manufacturing Companies for Strategic Decision-Making.” In <i>AHFE International</i>, Vol. 237. AHFE International, 2026. <a href=\"https://doi.org/10.54941/ahfe1008175\">https://doi.org/10.54941/ahfe1008175</a>.","apa":"Gräßler, I., &#38; Özcan, D. (2026). Extended Exploitation of Data in Manufacturing Companies for Strategic Decision-Making. <i>AHFE International</i>, <i>237</i>. <a href=\"https://doi.org/10.54941/ahfe1008175\">https://doi.org/10.54941/ahfe1008175</a>","ieee":"I. Gräßler and D. Özcan, “Extended Exploitation of Data in Manufacturing Companies for Strategic Decision-Making,” in <i>AHFE International</i>, Paris, 2026, vol. 237, doi: <a href=\"https://doi.org/10.54941/ahfe1008175\">10.54941/ahfe1008175</a>."},"oa":"1"},{"date_created":"2026-09-30T11:48:43Z","keyword":["Decision-making","Decision support systems","Mechanical engineering","System analysis","System engineering"],"type":"conference","department":[{"_id":"43"},{"_id":"9"},{"_id":"26"},{"_id":"152"}],"publication":"24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE ","abstract":[{"lang":"eng","text":"The effects of decisions in strategic product planning are usually far-reaching, but at the same time difficult to assess. Simulations help to make these effects more tangible. Until now, the use of simulation in strategic product planning has been limited to behavioral and innovation diffusion studies. This paper presents a process model for widening business models or planning upcoming product generations. It supports integrating the simulation of technical systems into decisionmaking processes to select the most suitable product for adaptation to new application scenarios. To this end, the characteristics of such new application scenarios are applied to existing product models in simulation, and the system behavior is evaluated based on key figures. This supports the comparison of different products and the selection of the product alternative requiring the least amount of modification. The process model enables decision-makers to systematically integrate simulation into the decision-making process and thus make more data-based decisions. "}],"main_file_link":[{"open_access":"1"}],"language":[{"iso":"eng"}],"year":"2026","title":"Leveraging System Simulation for Decision  Support in Strategic Product Planning","publication_identifier":{"isbn":["978-9-492859-40-2"]},"corporate_editor":["EUROSIS-ETI"],"author":[{"full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","first_name":"Iris","last_name":"Gräßler","id":"47565"},{"id":"58595","full_name":"Özcan, Deniz","first_name":"Deniz","last_name":"Özcan"},{"orcid":"https://orcid.org/0009-0005-7676-4036","last_name":"Döhner","first_name":"Niklas","full_name":"Döhner, Niklas","id":"108017"}],"date_updated":"2026-10-01T12:25:43Z","intvolume":"        24","oa":"1","citation":{"ieee":"I. Gräßler, D. Özcan, and N. Döhner, “Leveraging System Simulation for Decision  Support in Strategic Product Planning,” in <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>, San Sebastian, Spain, 2026, vol. 24, pp. 65–72.","apa":"Gräßler, I., Özcan, D., &#38; Döhner, N. (2026). Leveraging System Simulation for Decision  Support in Strategic Product Planning. In J. D. N. Gonzalez, M. G. Romay, &#38; EUROSIS-ETI (Eds.), <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i> (Vol. 24, pp. 65–72).","short":"I. Gräßler, D. Özcan, N. Döhner, in: J.D.N. Gonzalez, M.G. Romay, EUROSIS-ETI (Eds.), 24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE , 2026, pp. 65–72.","chicago":"Gräßler, Iris, Deniz Özcan, and Niklas Döhner. “Leveraging System Simulation for Decision  Support in Strategic Product Planning.” In <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>, edited by Jose David Nunez Gonzalez, Manuel Grana Romay, and EUROSIS-ETI, 24:65–72, 2026.","mla":"Gräßler, Iris, et al. “Leveraging System Simulation for Decision  Support in Strategic Product Planning.” <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>, edited by Jose David Nunez Gonzalez et al., vol. 24, 2026, pp. 65–72.","bibtex":"@inproceedings{Gräßler_Özcan_Döhner_2026, title={Leveraging System Simulation for Decision  Support in Strategic Product Planning}, volume={24}, booktitle={24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE }, author={Gräßler, Iris and Özcan, Deniz and Döhner, Niklas}, editor={Gonzalez, Jose David Nunez and Romay, Manuel Grana and EUROSIS-ETI}, year={2026}, pages={65–72} }","ama":"Gräßler I, Özcan D, Döhner N. Leveraging System Simulation for Decision  Support in Strategic Product Planning. In: Gonzalez JDN, Romay MG, EUROSIS-ETI, eds. <i>24th INTERNATIONAL INDUSTRIAL SIMULATION CONFERENCE </i>. Vol 24. ; 2026:65-72."},"quality_controlled":"1","page":"65-72","_id":"67286","user_id":"58595","volume":24,"editor":[{"full_name":"Gonzalez, Jose David Nunez","last_name":"Gonzalez","first_name":"Jose David Nunez"},{"last_name":"Romay","first_name":"Manuel Grana","full_name":"Romay, Manuel Grana"}],"status":"public","conference":{"end_date":"2026-05-29","location":"San Sebastian, Spain","name":"24th Industrial Simulation Conference 2026 ","start_date":"2026-05-27"}},{"publication":"1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University","citation":{"apa":"Gräßler, I., &#38; Goldstein, J. H. (2026). Hybrid decision support in strategic product planning. In I. Gräßler (Ed.), <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Universitätsbibliothek. <a href=\"https://doi.org/10.17619/UNIPB/1-2644\">https://doi.org/10.17619/UNIPB/1-2644</a>","ieee":"I. Gräßler and J. H. Goldstein, “Hybrid decision support in strategic product planning,” in <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, Paderborn, 2026, doi: <a href=\"https://doi.org/10.17619/UNIPB/1-2644\">10.17619/UNIPB/1-2644</a>.","chicago":"Gräßler, Iris, and Julius Hendrik Goldstein. “Hybrid Decision Support in Strategic Product Planning.” In <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited by Iris Gräßler. Universitätsbibliothek, 2026. <a href=\"https://doi.org/10.17619/UNIPB/1-2644\">https://doi.org/10.17619/UNIPB/1-2644</a>.","short":"I. Gräßler, J.H. Goldstein, in: I. Gräßler (Ed.), 1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University, Universitätsbibliothek, 2026.","mla":"Gräßler, Iris, and Julius Hendrik Goldstein. “Hybrid Decision Support in Strategic Product Planning.” <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited by Iris Gräßler, Universitätsbibliothek, 2026, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2644\">10.17619/UNIPB/1-2644</a>.","ama":"Gräßler I, Goldstein JH. Hybrid decision support in strategic product planning. In: Gräßler I, ed. <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Universitätsbibliothek; 2026. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2644\">10.17619/UNIPB/1-2644</a>","bibtex":"@inproceedings{Gräßler_Goldstein_2026, title={Hybrid decision support in strategic product planning}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-2644\">10.17619/UNIPB/1-2644</a>}, booktitle={1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University}, publisher={Universitätsbibliothek}, author={Gräßler, Iris and Goldstein, Julius Hendrik}, editor={Gräßler, Iris}, year={2026} }"},"abstract":[{"text":"Strategic product planning defines foresighted directions for product engineering by determining which ideas, technologies and concepts are pursued further. Decisions made in this phase strongly influence subsequent life cycle phases but are characterized by high uncertainty, fragmented information, and predominantly qualitative assessment practices. At the same time, increasing digitalization generates large, heterogeneous, and dynamic data from markets, engineering, usage, and sustainability domains. In this work, such information is understood as extreme data, as its heterogeneity, variety, and dynamics exceed the capabilities of traditional planning approaches. This paper investigates the potential of leveraging extreme data to strengthen hybrid decision support in strategic product planning. A structured literature review is conducted to identify key challenges. These challenges are analysed along the generic product life cycle to capture decision points, information flows, and information circularity. Relevant data sources are identified with respect to their relevance for strategic decisions. Based on this analysis, seventeen potentials for hybrid decision support are derived and clustered into five fields of action. The results indicate that extreme data can enhance strategic foresight, idea evaluation and portfolio decisions, lifecycle-spanning knowledge integration, engineering support for strategic decisions, and the adoption of AI-based methods.","lang":"eng"}],"quality_controlled":"1","date_created":"2026-08-13T07:29:06Z","type":"conference","department":[{"_id":"152"}],"status":"public","title":"Hybrid decision support in strategic product planning","year":"2026","conference":{"location":"Paderborn","start_date":"2026-03-24","name":"International Symposium on Hybrid Intelligence in Product and Production Engineering 1. 2026 Paderborn","end_date":"2026-03-26"},"author":[{"full_name":"Gräßler, Iris","first_name":"Iris","last_name":"Gräßler","orcid":"0000-0001-5765-971X","id":"47565"},{"last_name":"Goldstein","first_name":"Julius Hendrik","full_name":"Goldstein, Julius Hendrik","id":"63262"}],"date_updated":"2026-08-13T12:58:49Z","_id":"66702","publisher":"Universitätsbibliothek","language":[{"iso":"eng"}],"doi":"10.17619/UNIPB/1-2644","user_id":"63262","editor":[{"first_name":"Iris","last_name":"Gräßler","full_name":"Gräßler, Iris"}]},{"abstract":[{"lang":"eng","text":"Tacit knowledge is particularly valuable in product engineering. Experiences reside in minds of employees and are not systematically documented but could have a significant influence on sustainable product engineering. Existing approaches do not offer sufficient support for harnessing technical tacit knowledge regarding sustainable product engineering. In this paper a three-step method is presented: The method contains knowledge acquisition, requirements extraction und requirements validation for quality assurance. Acquisition is performed by support artifacts like interview guidelines. Extraction is supported by Artificial Intelligence, converting statements into requirements. These requirements are validated using a specific questionnaire. The developed approach is applied in a funded project of the European Union (EU) with automotive industry partners. The method supports product engineers to collect tacit knowledge from experienced employees, transform unsystematic knowledge into standardized technical requirements and validate them. Application of this method enables creation of validated requirements that can be applied throughout the company and are not exclusively dependent on a single employee."}],"publication":"1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University","department":[{"_id":"152"}],"type":"conference","keyword":["Tacit knowledge","Sustainability","Product Engineering","Artificial Intelligence"],"date_created":"2026-07-20T13:16:49Z","intvolume":"         1","publication_status":"published","date_updated":"2026-08-31T08:00:06Z","author":[{"full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","last_name":"Gräßler","first_name":"Iris","id":"47565"},{"first_name":"Johanna","last_name":"Mansheim","full_name":"Mansheim, Johanna","id":"98210"},{"id":"62841","first_name":"Jan Niklas","last_name":"Pfeifer","full_name":"Pfeifer, Jan Niklas"}],"title":"Harnessing tacit Knowledge from Sustainable Product Engineering through Artificial Intelligence","year":"2026","doi":"10.17619/UNIPB/1-2639","series_title":"International Symposium on Hybrid Intelligence in Product and Production Engineering","language":[{"iso":"eng"}],"quality_controlled":"1","citation":{"bibtex":"@inproceedings{Gräßler_Mansheim_Pfeifer_2026, place={Paderborn}, series={International Symposium on Hybrid Intelligence in Product and Production Engineering}, title={Harnessing tacit Knowledge from Sustainable Product Engineering through Artificial Intelligence}, volume={1}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-2639\">10.17619/UNIPB/1-2639</a>}, booktitle={1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University}, publisher={Universitätsbibliothek}, author={Gräßler, Iris and Mansheim, Johanna and Pfeifer, Jan Niklas}, editor={Graessler, Iris}, year={2026}, pages={229–238}, collection={International Symposium on Hybrid Intelligence in Product and Production Engineering} }","ama":"Gräßler I, Mansheim J, Pfeifer JN. Harnessing tacit Knowledge from Sustainable Product Engineering through Artificial Intelligence. In: Graessler I, ed. <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Vol 1. International Symposium on Hybrid Intelligence in Product and Production Engineering. Universitätsbibliothek; 2026:229-238. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2639\">10.17619/UNIPB/1-2639</a>","mla":"Gräßler, Iris, et al. “Harnessing Tacit Knowledge from Sustainable Product Engineering through Artificial Intelligence.” <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited by Iris Graessler, vol. 1, Universitätsbibliothek, 2026, pp. 229–38, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2639\">10.17619/UNIPB/1-2639</a>.","short":"I. Gräßler, J. Mansheim, J.N. Pfeifer, in: I. Graessler (Ed.), 1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University, Universitätsbibliothek, Paderborn, 2026, pp. 229–238.","chicago":"Gräßler, Iris, Johanna Mansheim, and Jan Niklas Pfeifer. “Harnessing Tacit Knowledge from Sustainable Product Engineering through Artificial Intelligence.” In <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited by Iris Graessler, 1:229–38. International Symposium on Hybrid Intelligence in Product and Production Engineering. Paderborn: Universitätsbibliothek, 2026. <a href=\"https://doi.org/10.17619/UNIPB/1-2639\">https://doi.org/10.17619/UNIPB/1-2639</a>.","ieee":"I. Gräßler, J. Mansheim, and J. N. Pfeifer, “Harnessing tacit Knowledge from Sustainable Product Engineering through Artificial Intelligence,” in <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, Paderborn, 2026, vol. 1, pp. 229–238, doi: <a href=\"https://doi.org/10.17619/UNIPB/1-2639\">10.17619/UNIPB/1-2639</a>.","apa":"Gräßler, I., Mansheim, J., &#38; Pfeifer, J. N. (2026). Harnessing tacit Knowledge from Sustainable Product Engineering through Artificial Intelligence. In I. Graessler (Ed.), <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i> (Vol. 1, pp. 229–238). Universitätsbibliothek. <a href=\"https://doi.org/10.17619/UNIPB/1-2639\">https://doi.org/10.17619/UNIPB/1-2639</a>"},"place":"Paderborn","conference":{"end_date":"2026-03-26","start_date":"2026-03-24","name":"International Symposium on Hybrid Intelligence in Product and Production Engineering 1. 2026 Paderborn","location":"Paderborn"},"status":"public","volume":1,"editor":[{"full_name":"Graessler, Iris","first_name":"Iris","last_name":"Graessler"}],"user_id":"98210","_id":"66547","publisher":"Universitätsbibliothek","page":"229-238"},{"_id":"67295","publisher":"LibreCat University","volume":1,"editor":[{"last_name":"Gräßler","first_name":"Iris","full_name":"Gräßler, Iris"}],"user_id":"58595","conference":{"name":"International Symposium on Hybrid Intelligence in Product and Production Engineering 1. 2026 Paderborn","start_date":"2026-03-24","location":"Paderborn","end_date":"2026-03-26"},"status":"public","oa":"1","citation":{"chicago":"Gräßler, Iris, and Deniz Özcan. “Corporate Resilience through Generic AI-Based Workflows in Strategic Product Planning.” In <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited by Iris Gräßler, Vol. 1. LibreCat University, 2026. <a href=\"https://doi.org/10.17619/UNIPB/1-2636\">https://doi.org/10.17619/UNIPB/1-2636</a>.","short":"I. Gräßler, D. Özcan, in: I. Gräßler (Ed.), 1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University, LibreCat University, 2026.","ieee":"I. Gräßler and D. Özcan, “Corporate resilience through generic AI-based workflows in strategic product planning,” in <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, Paderborn, 2026, vol. 1, doi: <a href=\"https://doi.org/10.17619/UNIPB/1-2636\">10.17619/UNIPB/1-2636</a>.","apa":"Gräßler, I., &#38; Özcan, D. (2026). Corporate resilience through generic AI-based workflows in strategic product planning. In I. Gräßler (Ed.), <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i> (Vol. 1). LibreCat University. <a href=\"https://doi.org/10.17619/UNIPB/1-2636\">https://doi.org/10.17619/UNIPB/1-2636</a>","bibtex":"@inproceedings{Gräßler_Özcan_2026, title={Corporate resilience through generic AI-based workflows in strategic product planning}, volume={1}, DOI={<a href=\"https://doi.org/10.17619/UNIPB/1-2636\">10.17619/UNIPB/1-2636</a>}, booktitle={1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University}, publisher={LibreCat University}, author={Gräßler, Iris and Özcan, Deniz}, editor={Gräßler, Iris}, year={2026} }","ama":"Gräßler I, Özcan D. Corporate resilience through generic AI-based workflows in strategic product planning. In: Gräßler I, ed. <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>. Vol 1. LibreCat University; 2026. doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2636\">10.17619/UNIPB/1-2636</a>","mla":"Gräßler, Iris, and Deniz Özcan. “Corporate Resilience through Generic AI-Based Workflows in Strategic Product Planning.” <i>1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University</i>, edited by Iris Gräßler, vol. 1, LibreCat University, 2026, doi:<a href=\"https://doi.org/10.17619/UNIPB/1-2636\">10.17619/UNIPB/1-2636</a>."},"quality_controlled":"1","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1","url":"https://digital.ub.uni-paderborn.de/hs/download/pdf/8359163"}],"doi":"10.17619/UNIPB/1-2636","author":[{"full_name":"Gräßler, Iris","orcid":"0000-0001-5765-971X","first_name":"Iris","last_name":"Gräßler","id":"47565"},{"last_name":"Özcan","first_name":"Deniz","full_name":"Özcan, Deniz","id":"58595"}],"title":"Corporate resilience through generic AI-based workflows in strategic product planning","year":"2026","intvolume":"         1","date_updated":"2026-10-01T10:14:12Z","date_created":"2026-10-01T10:04:57Z","department":[{"_id":"43"},{"_id":"9"},{"_id":"26"},{"_id":"152"}],"type":"conference","publication":"1st International Symposium: March 24 – 26, 2026, Heinz Nixdorf Institute, Paderborn University","abstract":[{"text":"In increasingly volatile and uncertain markets, corporate resilience has become a critical capability in strategic product planning. Companies face significant challenges in systematically monitoring and interpreting heterogeneous environmental data originating from diverse sources, formats, and temporal contexts. While predefined workflows and decision trees can support strategic analysis, they often lack the flexibility required to cope with dynamic market conditions and foresightrelated data from extreme dispersed and heterogeneous sources. This paper proposes a method to enhance corporate resilience through the application of generic, reusable AI-based workflows in strategic product planning. The approach integrates Data Science and Artificial Intelligence methods into modular, visually modelled workflows that enable hybrid human-AI decision-making. Based on a systematic literature review and an analysis of industrial challenges, key success factors and resilience criteria are identified. These insights are used to develop a method that supports internal and external analyses, scenario-based strategy development, and adaptive implementation monitoring within a generic workflow structure. The method leverages techniques such as machine learning and generative AI to process structured and unstructured data, identify patterns, and support real-time strategic assessments. Validation with decision-makers from medium-sized companies demonstrates improved transparency, repeatability, and cross-functional collaboration compared to predefined workflows.","lang":"eng"}]},{"doi":"10.30844/i4se.25.2.12","main_file_link":[{"url":"https://doi.org/10.30844/I4SE.25.2.12","open_access":"1"}],"language":[{"iso":"eng"}],"publication_status":"published","date_updated":"2025-04-10T08:04:33Z","intvolume":"      2025","year":"2025","title":"Data Quality in the Engineering of Circular Products - Decision support for circular value creation through data ecosystems","author":[{"id":"47565","last_name":"Gräßler","first_name":"Iris","orcid":"0000-0001-5765-971X","full_name":"Gräßler, Iris"},{"first_name":"Sven","last_name":"Rarbach","full_name":"Rarbach, Sven","id":"67999"},{"last_name":"Pottebaum","first_name":"Jens","orcid":"http://orcid.org/0000-0001-8778-2989","full_name":"Pottebaum, Jens","id":"405"}],"publication_identifier":{"issn":["2942-6170"]},"type":"journal_article","department":[{"_id":"152"}],"date_created":"2025-04-10T08:03:11Z","publication":"Industry 4.0 Science","issue":"2","user_id":"67999","volume":2025,"_id":"59478","publisher":"GITO mbH Verlag","status":"public","oa":"1","quality_controlled":"1","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>.","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>","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>.","short":"I. Gräßler, S. Rarbach, J. Pottebaum, Industry 4.0 Science 2025 (2025).","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>."}},{"date_updated":"2025-11-11T06:10:27Z","publication_status":"published","intvolume":"       198","year":"2025","title":"The importance of structure in transformation chaos: A Transformation Framework","author":[{"full_name":"Gräßler, Iris","first_name":"Iris","last_name":"Gräßler","orcid":"0000-0001-5765-971X","id":"47565"},{"id":"52359","full_name":"Grewe, Benedikt","last_name":"Grewe","first_name":"Benedikt"},{"first_name":"Marc","last_name":"Fritzen","full_name":"Fritzen, Marc"}],"publication_identifier":{"issn":["2771-0718"]},"doi":"10.54941/ahfe1006790","language":[{"iso":"eng"}],"abstract":[{"lang":"eng","text":"<jats:p>Dynamic market conditions, technological disruption and social change require organizations to continuously adapt and evolve. However, studies on organizational change show that the majority of transformations undertaken fail because they are characterized by a lack of clarity, overload and ineffective measures. This paper shows how a clear structure as a critical success factor can make the chaos and challenges of a transformation manageable.  The focus here is on a practice-oriented framework that divides a transformation into nine essential building blocks with activities that are critical to success. The structure of the framework is understood as a flexible organizing principle for a transformation without hindering creativity and dynamics. Case studies show the adaptability and applicability of the framework to different characteristics and dimensions of transformation. The transformation framework provides an operative structure and enables transformation managers for transparent orchestration and implementation of transformation.</jats:p>"}],"publication":"AHFE International","type":"conference","department":[{"_id":"152"}],"date_created":"2025-08-28T08:06:41Z","status":"public","conference":{"end_date":"2025-09-24","location":"Pula, Croatia","start_date":"2025-09-22","name":"7th International Conference on Human Systems Engineering and Design: Future Trends and Applications"},"user_id":"52359","volume":198,"_id":"61043","publisher":"AHFE International","quality_controlled":"1","citation":{"mla":"Gräßler, Iris, et al. “The Importance of Structure in Transformation Chaos: A Transformation Framework.” <i>AHFE International</i>, vol. 198, AHFE International, 2025, doi:<a href=\"https://doi.org/10.54941/ahfe1006790\">10.54941/ahfe1006790</a>.","ama":"Gräßler I, Grewe B, Fritzen M. The importance of structure in transformation chaos: A Transformation Framework. In: <i>AHFE International</i>. Vol 198. AHFE International; 2025. doi:<a href=\"https://doi.org/10.54941/ahfe1006790\">10.54941/ahfe1006790</a>","bibtex":"@inproceedings{Gräßler_Grewe_Fritzen_2025, title={The importance of structure in transformation chaos: A Transformation Framework}, volume={198}, DOI={<a href=\"https://doi.org/10.54941/ahfe1006790\">10.54941/ahfe1006790</a>}, booktitle={AHFE International}, publisher={AHFE International}, author={Gräßler, Iris and Grewe, Benedikt and Fritzen, Marc}, year={2025} }","apa":"Gräßler, I., Grewe, B., &#38; Fritzen, M. (2025). The importance of structure in transformation chaos: A Transformation Framework. <i>AHFE International</i>, <i>198</i>. <a href=\"https://doi.org/10.54941/ahfe1006790\">https://doi.org/10.54941/ahfe1006790</a>","ieee":"I. Gräßler, B. Grewe, and M. Fritzen, “The importance of structure in transformation chaos: A Transformation Framework,” in <i>AHFE International</i>, Pula, Croatia, 2025, vol. 198, doi: <a href=\"https://doi.org/10.54941/ahfe1006790\">10.54941/ahfe1006790</a>.","short":"I. Gräßler, B. Grewe, M. Fritzen, in: AHFE International, AHFE International, 2025.","chicago":"Gräßler, Iris, Benedikt Grewe, and Marc Fritzen. “The Importance of Structure in Transformation Chaos: A Transformation Framework.” In <i>AHFE International</i>, Vol. 198. AHFE International, 2025. <a href=\"https://doi.org/10.54941/ahfe1006790\">https://doi.org/10.54941/ahfe1006790</a>."}}]