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Precise Control of High-Speed BLDCM Based on BP Neural Network

Authors :
Yang Hua Li
Ying He
Bo Mo
Source :
Applied Mechanics and Materials. 615:365-369
Publication Year :
2014
Publisher :
Trans Tech Publications, Ltd., 2014.

Abstract

Brushless DC Motor (BLDCM) is a strongly nonlinear systems, which means that we can’t get a satisfactory result by the traditional PID Controller. This paper presents an improved BP Neural Network algorithm with adaptive adjustment of learning rate and range adjustment of the output. At last, using MatLab/Simulink to verify the algorithm that it has better control precision and adaptability.

Details

ISSN :
16627482
Volume :
615
Database :
OpenAIRE
Journal :
Applied Mechanics and Materials
Accession number :
edsair.doi...........3c3d7d6038e12b170daac67bc40ba1b8