An information fusion model of integrated navigation system based on neurons is proposed, and also an on-line adaptive training algorithm of the weights of neuron is given. Moreover the fusion model of the SINS/GPS integrated navigation system for vehicle is implemented. The theoretical analysis and laboratory experimental results show that this model and adaptive training algorithm are effective and practical.