Training project arrangement for tennis athletes based on BP neural network model

被引:0
|
作者
Hao W. [1 ]
Hong Y. [1 ]
机构
[1] Sports Department, Northeast Petroleum University, Daqing, Heilongjiang
关键词
Boundary Value Constraint; Least Squares; Prediction Accuracy; RBF Neural Network; Tennis Training;
D O I
10.1504/IJRIS.2017.090037
中图分类号
学科分类号
摘要
In order to improve the prediction accuracy of athlete's tennis training effect, a kind of prediction method for athlete's tennis training effect of RBF (boundary value constraints radial basis function, BVC-RBF) neural network with boundary value constraints is proposed. Firstly, the internal and external factors that influence the athlete's tennis training effect is analysed, and the influence models of 12 indexes including quantitative load heart rate and body fat percentage are predicted and analysed emphatically; secondly, the RBF neural network algorithm with boundary value constraints is built to solve the boundary value constraint equation, so as to obtain the compensation function, and the least square method is used to train traditional RBF neural network, which achieves the improvement of prediction algorithm performance; finally, the simulation experiment shows that the proposed method provides higher prediction accuracy, which has a certain guiding value for tennis training. Copyright © 2017 Inderscience Enterprises Ltd.
引用
收藏
页码:144 / 148
页数:4
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