关键词: 递归子网, 径向基子网络, 深度学习, 梯度学习算法, PSO算法

Abstract: The ordinary three layer RBF network is a kind of superior neural network. In order to further improve the new ability of RBF network, a self recursive RBF network with the PSO algorithm is constructed on the basis of the ordinary three layer RBF network. Learning algorithm adopts gradient learning algorithm and PSO algorithm to adjust parameters. By comparing with RBF network based on the three layer structure and using the momentum gradient learning algorithm, it is found that in proposal way of this paper, the self recursive RBF network with the PSO algorithm has better generalization ability, robustness and accuracy in the case of less neuron. Finally, the effectiveness of the algorithm is verified by simulation experiments.

Key words: recursive subnet, Radial Basis Function（RBF） network, deep learning, gradient learning algorithm, PSO algorithm