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《Automation of Electric Power Systems》 2003-06
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A REVIEW OF WAVELET NETWORKS AND THEIR APPLICATIONS

Liu Zhigang, Wang Xiaoru, Qian Qingquan (Southwest Jiaotong University, Chengdu 610031, China)  
First, the arisen reasons and forms of wavelet networks are investigated based on faults of wavelet analysis and neural network in this paper. Then, the construction theories of wavelet networks are introduced in detail from continuous wavelet transformation, orthogonal wavelet transformation, wavelet frame and wavelet bases fitting. And the learning processes of wavelet networks are discussed, including choice of wavelet functions, initialization of networks parameters, choice of hidden layer node number and regulating algorithm of networks parameters. In the end, the applications of wavelet networks are presented, and the existent problems and future study aspects are proposed. This project is supported by National Natural Science Foundation of China (No. 59977019).
【Fund】: 国家自然科学基金资助项目 (5 99770 19)
【CateGory Index】: TP183
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