In this paper, a novel congestion control scheme is proposed which is based on a Back Propagation (BP) neural network method. The BP neural network predicts the dynamic buffer occupancy of the bottleneck node. The proposed control scheme avoids congestion efficiently and optimizes the transmission performance as shown by the th...