Design for Smooth Models over Complex Regions

Smooth supersaturated models are a modelling alternative for computer experiments. They are polynomial models that behave like splines and allow fast computations. In this contribution we use a boxing approach together with Gram-Schmidt orthogonalization to model over complex regions. We then perform a two stage design and modelling strategy and apply our methodology in a complex example taken from the literature of soap film smoothing.