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
Link To Document :
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