Research and Optimization of BP Neural Network Algorithm

被引:3
|
作者
Wang Xian-ping [1 ]
机构
[1] Chongqing Univ Arts & Sci, Coll Software Engn, Chongqing 402160, Peoples R China
关键词
BP Neural Network; Forward Propagation; Back Propagation; MATLAB;
D O I
10.1109/ICMTMA.2015.201
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In recent years, BP neural network has been widely used in various fields, such as language comprehension, recognition and automatic control, etc. It has the advantages of approximating any nonlinear mapping relationship, better generalization ability, better fault tolerance, simple and easy to be implemented. This paper firstly introduces the basic principles of BP neural network from the two main processes: information forward propagation and error back propagation. Then the optimization approaches in network structure and network algorithm are presented. Finally, we implement an actual example of sine sample data with neural network tool box in MATLAB, which shows a good simulation performance in implementation.
引用
收藏
页码:818 / 822
页数:5
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