Surrogate models, also referenced as metamodels, have emerged attractive data-driven, predictive models for storm surge estimation. They are calibrated based on an existing database of synthetic simulations and can provide fast-to-compute approximations the expected surge, replacing numerical model that was used to establish this database. This paper discusses specifically development a kriging...