In this paper, a fast new neural network learning algorithm based on multiobjective optimization is presented according to the new research results of multiobjectiveoptimization, cognitive science and neurology. The experiment results have shown thatthis algorithm can solve the problems of long learning time, local minima and difficult network optimization.