For the design of ships with low energy consumption or optimal performance in sports competitions, automatic shape optimization which uses numerical simulations in an automated search for the most efficient geometry, is a major new challenge. For shape optimisation using metamodels, the performances for a limited number of different geometries are evaluated thanks to numerical …