Genetic Algorithm with local search strategy (LSGA) was proposed, which uses Gentic Algorithm to find the best individual each generation, and local search is executed nearby the best individual. Experiment results on six multi-modal benchmark functions show that the ability of finding optimal solution and convergence speed a using CLSDE were better than using Real-Coded Ge...