In parallel with optimizations by genetic algorithms, optimizations based on surrogate models make it possible, once the experimental designs have been carried out, to free themselves from numerical simulation tools.

We propose to favor this method to optimize the energy and acoustic performance of moving objects.

The algorithm below presents this methodology to optimize the value of Cd by modifying the shape of the spoiler, taking into account the height constraint of the ground clearance.