{"status":"public","publisher":"Cambridge University Press (CUP)","_id":"67400","page":"527-536","volume":6,"user_id":"107109","citation":{"ama":"Einwag J-M, Wartzack SJ, Goetz S. Decide-Adapt-Reuse: a decision framework to reuse or adapt metamodels for new clinch joint designs. In: <i>Proceedings of the Design Society</i>. Vol 6. Cambridge University Press (CUP); 2026:527-536. doi:<a href=\"https://doi.org/10.1017/pds.2026.10411\">10.1017/pds.2026.10411</a>","bibtex":"@inproceedings{Einwag_Wartzack_Goetz_2026, title={Decide-Adapt-Reuse: a decision framework to reuse or adapt metamodels for new clinch joint designs}, volume={6}, DOI={<a href=\"https://doi.org/10.1017/pds.2026.10411\">10.1017/pds.2026.10411</a>}, booktitle={Proceedings of the Design Society}, publisher={Cambridge University Press (CUP)}, author={Einwag, Jonathan-Markus and Wartzack, Sandro J. and Goetz, Stefan}, year={2026}, pages={527–536} }","mla":"Einwag, Jonathan-Markus, et al. “Decide-Adapt-Reuse: A Decision Framework to Reuse or Adapt Metamodels for New Clinch Joint Designs.” <i>Proceedings of the Design Society</i>, vol. 6, Cambridge University Press (CUP), 2026, pp. 527–36, doi:<a href=\"https://doi.org/10.1017/pds.2026.10411\">10.1017/pds.2026.10411</a>.","short":"J.-M. Einwag, S.J. Wartzack, S. Goetz, in: Proceedings of the Design Society, Cambridge University Press (CUP), 2026, pp. 527–536.","chicago":"Einwag, Jonathan-Markus, Sandro J. Wartzack, and Stefan Goetz. “Decide-Adapt-Reuse: A Decision Framework to Reuse or Adapt Metamodels for New Clinch Joint Designs.” In <i>Proceedings of the Design Society</i>, 6:527–36. Cambridge University Press (CUP), 2026. <a href=\"https://doi.org/10.1017/pds.2026.10411\">https://doi.org/10.1017/pds.2026.10411</a>.","apa":"Einwag, J.-M., Wartzack, S. J., &#38; Goetz, S. (2026). Decide-Adapt-Reuse: a decision framework to reuse or adapt metamodels for new clinch joint designs. <i>Proceedings of the Design Society</i>, <i>6</i>, 527–536. <a href=\"https://doi.org/10.1017/pds.2026.10411\">https://doi.org/10.1017/pds.2026.10411</a>","ieee":"J.-M. Einwag, S. J. Wartzack, and S. Goetz, “Decide-Adapt-Reuse: a decision framework to reuse or adapt metamodels for new clinch joint designs,” in <i>Proceedings of the Design Society</i>, 2026, vol. 6, pp. 527–536, doi: <a href=\"https://doi.org/10.1017/pds.2026.10411\">10.1017/pds.2026.10411</a>."},"project":[{"_id":"130","name":"TRR 285:  Methodenentwicklung zur mechanischen Fügbarkeit in wandlungsfähigen Prozessketten"},{"_id":"132","name":"TRR 285 - Project Area B"},{"_id":"144","name":"TRR 285 - Subproject B05"}],"author":[{"last_name":"Einwag","first_name":"Jonathan-Markus","full_name":"Einwag, Jonathan-Markus"},{"full_name":"Wartzack, Sandro J.","first_name":"Sandro J.","last_name":"Wartzack"},{"full_name":"Goetz, Stefan","first_name":"Stefan","last_name":"Goetz"}],"publication_identifier":{"issn":["2732-527X"]},"title":"Decide-Adapt-Reuse: a decision framework to reuse or adapt metamodels for new clinch joint designs","year":"2026","intvolume":"         6","date_updated":"2026-10-06T06:30:19Z","publication_status":"published","language":[{"iso":"eng"}],"doi":"10.1017/pds.2026.10411","publication":"Proceedings of the Design Society","abstract":[{"text":"<jats:title>ABSTRACT:</jats:title>\r\n                  <jats:p>\r\n                    Metamodels are replacing costly validation simulations and experiments in clinch joint design. If materials or conditions change, existing metamodels may no longer be reliable. This paper presents an approach that uses model uncertainty, the Coefficient of Prognosis and the R\r\n                    <jats:sup>2</jats:sup>\r\n                    score to decide if a model should be reused or recalibrated, or if fine-tuning is needed. Two case studies show that the framework can provide sufficient recommendations and reused, recalibrated and fine-tuned models can match new models while reducing simulation and training effort.\r\n                  </jats:p>","lang":"eng"}],"date_created":"2026-10-06T06:28:17Z","type":"conference"}