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OALib Journal期刊
ISSN: 2333-9721
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APPLICATION OF OPTIMAL DIMENSION MODELING FOR BP NETWORK IN PREDICTION OF TIME SERIES OF DEFORMATION
BP网络最佳维数建模法在变形时序预测中的应用

Keywords: BP neural networks,optimal dimension,G-P algorithm,chaos phase-space,deformation monitoring
BP网络
,最佳维数,GP算法,相空间重构,形变预测

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Abstract:

It is difficult for BP network to determine the number of input layer's nodes as dealing with the deformation data of single time series.In order to solve this problem,the G-P algorithm is used to calculate the correlation dimension.Taking the embedding dimension m as the best model dimension and reconstructing an equivalent phase-space according to the theory of reconstruction so as to provide a reasonable input for BP network.Considering the influence of dynamical factor of deformation as well as the diff...

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