{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,2]],"date-time":"2025-11-02T10:42:50Z","timestamp":1762080170817,"version":"build-2065373602"},"reference-count":14,"publisher":"MDPI AG","issue":"12","license":[{"start":{"date-parts":[[2022,12,13]],"date-time":"2022-12-13T00:00:00Z","timestamp":1670889600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Association Nationale Recherche Technologie","award":["CIFRE N2019\/0148"],"award-info":[{"award-number":["CIFRE N2019\/0148"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computation"],"abstract":"<jats:p>In industrial settings, engineering products are often divided into separate components for detailed conception. They often require iterative corrections between different designers\/teams to optimize the final product with all components assembled into a system. This article proposes a surrogate modeling approach with functional descriptions of parts in the model and aims to accelerate the design and optimization phase in real projects. The approach is applied to a vibration problem of a two-component plate structure, where the model estimates the dynamic behavior of the assembled system when only the properties of each individual part are available. A database is built using high-fidelity numerical simulations, and neural-network-based regressions provide reliable predictions on unseen data.<\/jats:p>","DOI":"10.3390\/computation10120218","type":"journal-article","created":{"date-parts":[[2022,12,13]],"date-time":"2022-12-13T03:32:32Z","timestamp":1670902352000},"page":"218","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Functional Parametric Elasto-Dynamics for Efficient Multicomponent Design"],"prefix":"10.3390","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7319-6812","authenticated-orcid":false,"given":"Jiajun","family":"Wu","sequence":"first","affiliation":[{"name":"PIMM Laboratory, Arts et M\u00e9tiers Institute of Technology, CNRS, Cnam, HESAM Universit\u00e9, 151 Boulevard de l\u2019H\u00f4pital, 75013 Paris, France"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7100-3813","authenticated-orcid":false,"given":"Chady","family":"Ghnatios","sequence":"additional","affiliation":[{"name":"PIMM Laboratory, Arts et M\u00e9tiers Institute of Technology, CNRS, Cnam, HESAM Universit\u00e9, 151 Boulevard de l\u2019H\u00f4pital, 75013 Paris, France"},{"name":"Department of Mechanical Engineering, Notre Dame University-Louaiz\u00e9, Zouk Mosbeh P.O. Box 72, Lebanon"}]},{"given":"Philippe","family":"Mordillat","sequence":"additional","affiliation":[{"name":"Renault SAS, 1 Avenue du Golf, 78280 Guyancourt, France"}]},{"given":"Yves","family":"Tourbier","sequence":"additional","affiliation":[{"name":"Renault SAS, 1 Avenue du Golf, 78280 Guyancourt, France"}]},{"given":"Francisco","family":"Chinesta","sequence":"additional","affiliation":[{"name":"PIMM Laboratory, Arts et M\u00e9tiers Institute of Technology, CNRS, Cnam, HESAM Universit\u00e9, 151 Boulevard de l\u2019H\u00f4pital, 75013 Paris, France"},{"name":"ESI Group, 3 bis Rue Saarien, 94528 Rungis, France"}]}],"member":"1968","published-online":{"date-parts":[[2022,12,13]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"1889","DOI":"10.1007\/s00170-019-03988-5","article-title":"A review of machine learning for the optimization of production processes","volume":"104","author":"Weichert","year":"2019","journal-title":"Int. J. Adv. Manuf. 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Solids Struct."}],"container-title":["Computation"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2079-3197\/10\/12\/218\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T01:40:18Z","timestamp":1760146818000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2079-3197\/10\/12\/218"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12,13]]},"references-count":14,"journal-issue":{"issue":"12","published-online":{"date-parts":[[2022,12]]}},"alternative-id":["computation10120218"],"URL":"https:\/\/doi.org\/10.3390\/computation10120218","relation":{},"ISSN":["2079-3197"],"issn-type":[{"type":"electronic","value":"2079-3197"}],"subject":[],"published":{"date-parts":[[2022,12,13]]}}}