This paper aims to provide an improved ZMP-based CPG model considering pitch and roll inclination. The proposed CPG model is optimized by Self-adaptive Differential Evolutionary Algorithm (SaDE). Simulation results are presented and the effectiveness of the CPG model is shown in snapshot of experiments.