In this paper, we compare, mainly in time and Q4,29 values, our proposed algorithm with one EA-based algorithm (MOEA/D) and one PSO-based algorithm (MOPSO). Experimental parameters are listed in Table 1. Compare the number of iterations of the three algorithms, those algorithms set for the 200 generation. Finally, we use the modularity proposed by Newman and Girvan. The modularity is defined as: MOEA/D uses the Pareto dominance concept to allow the heuristic to handle problems.