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the-wavelet-neural-network

  • Category : matlab
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  • Update : 2012-11-26
  • Size : 601kb
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  • Author :mengfei
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For the high complexity ,time-variation and probability of urban traffic flow , its real-time and exact prediction is critical to the research of intelligent traffic systems , especially for the advanced traffic manage-ment system and advanced traveler information system. Based on the character of the traffic flow prediction , a GA-WNN model is given based on the wavelet neural network with genetic algorithm. The genetic algorithm of natural evolving law for the gradient descendent algorithm in Wavelet Neural Network is partly substituted to pre-optimize the connection weight and the extension scale of the wavelet neural network and later optimize the parameters along a single gradient vector. This method overcomes some drawbacks when there exists a single gradient descendent algorithm , such as local minimum and oscillation. A short-time traffic flow prediction sim- ulation using the GA2WNN prediction model demonstrates the validity of the model .
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发表论文与程序\d_mymorlet.m
..............\ga_wavenn_bp.asv
..............\ga_wavenn_bp.m
..............\mymorlet.m
..............\objfun.m
..............\objfun_1.m
..............\stock_index.mat
..............\基于遗传算法的小波神经网络在股票预测中的应用(删减 无错版).pdf
发表论文与程序
基于遗传算法的小波神经网络在股票预测中的应用.pdf
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