This chapter addresses the planning of robotic trajectories in a multiobjective optimization perspective, for finding a set of solutions belonging to the Pareto optimal front. The results demonstrate clearly that the algorithm finds the Pareto front or at least one very close. Additionally, it is concluded that the algorithm leads to solutions with a good distribution along the front. The presence of obstacles in the environment can affect the optimal Pareto front but is not an