Abstract: By use of the additional momentum method and auto adjustive learning rate, the BP(Back propagation) network with one hidden layer is modified, and a neural network model is established to calculate wave forces on a vertical wall. The comparison between the experimental values and the calculation results by Goda formula, the Chinese standard formula and the aforementioned method shows that the neural network model can be well used to predict wave forces on a vertical wall.