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A fault prediction method based on modified...
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A fault prediction method based on modified Genetic Algorithm using BP neural network algorithm

Abstract

In order to improve fault forecasting model accuracy of back propagation neural network (BPNN), an improved prediction method of optimized BPNN based on Multilevel Genetic Algorithm (MGA) was proposed. We design new chromosome with multilevel structure, improve the encoding mode, fitness function and genetic operator. Which can optimizes the initial values of weights, thresholds and the structure of BPNN synchronously. Enhancing the ability of …

Authors

Liu Q; Feng Z; Liu M; Shen W

Pagination

pp. 4614-4619

Publication Date

February 6, 2017

DOI

10.1109/SMC.2016.7844959

Conference proceedings

2016 IEEE International Conference on Systems Man and Cybernetics Smc 2016 Conference Proceedings