Tarrus, ErnestGisbert Mullor, Héctor2026-09-172026-09-172026Tarrus, E., & Gisbert, H. (2026). Dimensionally consistent surrogate modelling through dimensional analysis and harmonic expansions. Scientific Reports. https://doi.org/10.1038/s41598-026-63672-z2045-2322https://hdl.handle.net/11268/17426Dimensional 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.engAttribution 4.0 Internationalhttp://creativecommons.org/licenses/by/4.0/Ciencias ingeniería y diseñojournal article10.1038/s41598-026-63672-zopen accessModelos matemáticosModelo de simulaciónDesarrollo científicoGoal 9: Build resilient infrastructure, promote sustainable industrialization and foster innovation