The adaptive synchronization of integration complex networks is studied,and a network division scheme is introduced according to the nature of different links. Using the Lyapunov stability theory and the adaptive feedback control method, the principle of global synchronization of rather general weighted complex dynamical networks for identical nodes and different nodes and their corresponding controllers is given. Finally, numerical results verify the effectiveness of the proposed method.