Conference
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; Zhang F; Liu M; Shen W
Pagination
pp. 004614-004619
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Publication Date
October 1, 2016
DOI
10.1109/smc.2016.7844959
Name of conference
2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC)