DocumentCode
3025355
Title
Three-Motor Synchronous Speed-Regulation System Based on RBF Neural Network Control
Author
Chong, Chen ; Xing-qiao, Liu
Author_Institution
Coll. of Electr. Eng., Yancheng Inst. of Technol., Yancheng, China
fYear
2010
fDate
23-24 Oct. 2010
Firstpage
405
Lastpage
409
Abstract
Three-motor synchronous speed-regulation system is a multi-input multi-output (MIMO), nonlinear, and coupling complex control system. This paper focuses on the system of induction motors powered by current-track type SPWM transducers, establishes the mathematical model of the system in the way of analytical expression. Self-tuning PID controllers based on RBF neural network and neuron decoupling compensator are adopted to realize the adaptive decoupling control of speed and tension. Simulation and experiment results show that compared with traditional PED constant parameters control, the control system can obtain optimal parameters of the PID controller according to online identification of the RBF network, realize the better decoupling control of speed and tension, and possess better dynamic and static performance and good robustness. Thus, the method presented in the paper meets the requirements of many industrial control environments, with good application prospects. And it can be extended to the usual multimotor (n≥3) system.
Keywords
MIMO systems; adaptive control; induction motors; machine control; neurocontrollers; nonlinear control systems; radial basis function networks; three-term control; transducers; velocity control; MIMO control system; RBF neural network control; SPWM transducers; adaptive decoupling control; coupling complex control system; induction motors; multi-input multi-output control system; nonlinear control system; self-tuning PID controllers; synchronous speed-regulation system; Adaptive systems; Artificial neural networks; Control systems; Induction motors; Neurons; Radial basis function networks; Synchronous motors; decoupling control; neural network; online identification; synchronous control; three-motor;
fLanguage
English
Publisher
ieee
Conference_Titel
Cryptography and Network Security, Data Mining and Knowledge Discovery, E-Commerce & Its Applications and Embedded Systems (CDEE), 2010 First ACIS International Symposium on
Conference_Location
Qinhuangdao
Print_ISBN
978-1-4244-9595-5
Type
conf
DOI
10.1109/CDEE.2010.102
Filename
5759311
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