Synchronization was investigated that of nonlinear coupled complex networks with non-identical nodes. Based on stability and matrix theory, sufficient conditions for synchronization of the proposed network were obtained in the term of low-dimensional LMIs by using compensation control. The results were extend to the synchronization issue for nonlinear complex networks with identical nodes. And the numerical examples were then given to illustrate the validity of the proposed control scheme.