DocumentCode
845374
Title
Implementation of robust wavelet-neural-network sliding-mode control for induction servo motor drive
Author
Wai, Rong-Jong ; Chang, Jia-Ming
Author_Institution
Dept. of Electr. Eng., Yuan Ze Univ., Chungli, Taiwan
Volume
50
Issue
6
fYear
2003
Firstpage
1317
Lastpage
1334
Abstract
This paper presents the design and properties of a robust wavelet-neural-network sliding-mode control (RWSC) system for an indirect field-oriented induction servo motor drive to track periodic commands. First, a total sliding-mode control (TSC) system with an integral-operation-switching surface, which is insensitive to uncertainties in the whole control process, is introduced. In the TSC system the controlled system has a total sliding motion without a reaching phase. Moreover, to relax the requirement for the bound of uncertainties, a wavelet-neural-network sliding-mode control (WSC) system is investigated to control the induction servo motor. In the WSC system, a wavelet neural network (WNN) is utilized to estimate the bound of uncertainties on line. In addition, an RWSC system is proposed to alleviate the chattering phenomena in the control effort. In the RWSC system, a boundary layer is introduced into the TSC system, and a WNN is used to estimate the width of the boundary layer and the uncertainty bound. Numerical simulation and experimental results due to periodic commands show that the dynamic behaviors of the proposed control systems are robust with regard to uncertainties. Furthermore, the advantages of the proposed RWSC system are indicated in comparison with the TSC and WSC systems.
Keywords
induction motor drives; neural nets; robust control; servomotors; variable structure systems; wavelet transforms; bound of uncertainties; chattering phenomena; indirect field-oriented induction servo motor drive; induction servo motor; induction servo motor drive; integral-operation-switching surface; periodic commands; robust control; robust wavelet-neural-network sliding-mode control; total sliding-mode control system; wavelet neural network; Control systems; Induction motors; Motion control; Motor drives; Process control; Robust control; Servomechanisms; Servomotors; Sliding mode control; Uncertainty;
fLanguage
English
Journal_Title
Industrial Electronics, IEEE Transactions on
Publisher
ieee
ISSN
0278-0046
Type
jour
DOI
10.1109/TIE.2003.819570
Filename
1254639
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