Abstract: Considering the significance of initialization in CMA,this paper proposes a new algorithm to improve the performance of CMA with the genetic algorithm. In the new algorithm,the idea of stylebook iteration is introduced in respect that the ultimate step of the new algorithm can reach an optimum value with a residual error reaching the minimum simultaneously. Simulation results confirm the effectiveness of the proposed techniques to lead superior performance to CMA.