The objective is to provide decision support for problems where we must optimize several objectives simultaneously. This in a first time to compare the main existing meta-heuristics, and propose a taxonomy. It will address in particular the genetic algorithms, optimization by ant colonies to the particle swarm optimization and algorithms by estimate distributions.