Dimensionally consistent surrogate modelling through dimensional analysis and harmonic expansions

Abstract

Dimensional 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.