Dimensionally consistent surrogate modelling through dimensional analysis and harmonic expansions

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dc.contributor.authorTarrus, Ernest
dc.contributor.authorGisbert Mullor, Héctor
dc.date.accessioned2026-09-17T13:32:56Z
dc.date.available2026-09-17T13:32:56Z
dc.date.issued2026
dc.description.abstractDimensional homogeneity is a fundamental constraint on physically meaningful models, requiring invariance under changes of units. This study present a data-driven method for constructing surrogate models that satisfy this constraint at the level of the hypothesis class.en
dc.description.filiationUEV
dc.description.impact4.9 Q1 JCR 2025
dc.description.impact0.893 Q1 SJR 2025
dc.description.impactNo data IDR 2024
dc.description.sponsorshipCátedra Fundación ASISA–UEM de Ciencias de la Salud (P2025-15CA)es
dc.identifier.citationTarrus, E., & Gisbert, H. (2026). Dimensionally consistent surrogate modelling through dimensional analysis and harmonic expansions. Scientific Reports. https://doi.org/10.1038/s41598-026-63672-z
dc.identifier.doi10.1038/s41598-026-63672-z
dc.identifier.issn2045-2322
dc.identifier.urihttps://hdl.handle.net/11268/17426
dc.language.isoeng
dc.peerreviewedSi
dc.relation.publisherversionhttps://doi.org/10.1038/s41598-026-63672-z
dc.rightsAttribution 4.0 Internationalen
dc.rights.accessRightsopen access
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.subject.otherCiencias ingeniería y diseño
dc.subject.sdgGoal 9: Build resilient infrastructure, promote sustainable industrialization and foster innovation
dc.subject.unescoModelos matemáticos
dc.subject.unescoModelo de simulación
dc.subject.unescoDesarrollo científico
dc.titleDimensionally consistent surrogate modelling through dimensional analysis and harmonic expansions
dc.typejournal article
dc.type.hasVersionVoR
dspace.entity.typePublication

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