前馈多层神经网络的一种优质高效学习算法
AN EXCELLENT QUALITY AND HIGH SPEED BP ALGORITHM FOR THE FEED FORWARD MULTILAYER NEURAL NETWORK
-
摘要: 本文对BP算法的突出问题——收敛性问题,进行了深入分析,提出了六条改进措施.在微机上试验表明,用于XOR问题,迭代40次,均方误差E=6.19E-5,迭代50次,E=1.55E-38;用于故障诊断,收敛效果也极佳Abstract: In this paper,the convergence of BP(back propagation) model is discussed deeply,and a new improved algorithm is proposed.The experiments show that the six improved aspects have good effects on accelerating learning speed.
下载: