Title :
An Intelligent Model-Following Sliding-Mode Position Controller for PMSM Servo Drives
Author :
El-Sousy, Fayez F M
Author_Institution :
Electron. Res. Inst. (ERI), Cairo
Abstract :
In this paper, an intelligent sliding-mode controller (SMC) for achieving favorable decoupling control and high precision position tracking performance of permanent-magnet synchronous motor (PMSM) servo drives is proposed. The intelligent position controller consists of a SMC in the position feed-back loop in addition to an on-line trained fuzzy-neural-network model-following controller (FNNMFC) in the feed-forward loop. The intelligent position controller combines the merits of the SMC with robust characteristics and the FNNMFC with on-line learning ability for periodic command tracking of a PMSM servo drive. The theoretical analyses of the SMC are described with a second order switching surface which is insensitive to parameters uncertainties and external load disturbances. The FNNMFC generates an adaptive control signal which is added to the SMC output to attain robust model-following characteristics under different operating conditions regardless of parameter uncertainties and load disturbances. The results of simulations confirm that the proposed SMC with FNNMFC grants robust performance and precise response to the reference model regardless of load disturbances and PMSM parameter uncertainties.
Keywords :
adaptive control; electric machine analysis computing; feedback; feedforward; fuzzy neural nets; intelligent control; learning (artificial intelligence); machine control; permanent magnet motors; position control; servomotors; synchronous motor drives; uncertain systems; variable structure systems; PMSM servo drives; SMC output; adaptive control signal; decoupling control; external load disturbances; feed-forward loop; intelligent model-following sliding-mode position controller; online trained fuzzy-neural-network model-following controller; parameter uncertainties; permanent-magnet synchronous motor; position feed-back loop; precision position tracking; second order switching surface; Adaptive control; Character generation; Feedforward systems; Fuzzy control; Robust control; Servomechanisms; Signal generators; Sliding mode control; Synchronous motors; Uncertain systems;
Conference_Titel :
Mechatronics, ICM2007 4th IEEE International Conference on
Conference_Location :
Kumamoto
Print_ISBN :
1-4244-1183-1
Electronic_ISBN :
1-4244-1184-X
DOI :
10.1109/ICMECH.2007.4280070