DocumentCode
3383060
Title
Design of neuro-fuzzy controller on DSP for real-time control of induction motors
Author
Ahn, Tae-Chon ; Kwon, Yang-Won ; Hwang, Hyung-Soo ; Pedrycz, Witold
Author_Institution
Sch. of Electr. & Electron. Eng., Wonkwang Univ., Chon-Buk, South Korea
fYear
2001
fDate
25-28 July 2001
Firstpage
3038
Abstract
This paper deals with the DSP implementation of the high performance induction motor drive that presented on the viewpoint of the design and experiment. The speed control system for the induction motor drive is based on the ANFIS (adaptive network-based fuzzy inference system) controller, that is, a sophisticated neuro-fuzzy controller. This ANFIS controller acts as a feed forward controller that provides the plant with the proper control input and accomplish error backpropagation algorithm through the network. In this paper, the DSP (TMS320F240) has been used to perform the high-speed calculation of the space vector PWM and to build the ANFIS control algorithm. It is confirmed that proposed algorithm provides the more improved control performance for the conventional V/F controller and vector controller. The proposed ANFIS algorithm and DSP technique can be applied to the precise speed control of the induction motor drive system or the field of power electronics
Keywords
adaptive control; backpropagation; control system synthesis; digital signal processing chips; feedforward neural nets; fuzzy control; fuzzy neural nets; induction motors; inference mechanisms; machine control; neurocontrollers; pulse width modulation; real-time systems; ANFIS; DSP; TMS320F240; V/F controller; adaptive network-based fuzzy inference system; feed forward controller; feedforward controller; induction motors; neuro-fuzzy controller; neuro-fuzzy controller design; power electronics; real-time control; space vector PWM; speed control system; vector controller; Adaptive control; Adaptive systems; Backpropagation algorithms; Control systems; Digital signal processing; Fuzzy control; Fuzzy neural networks; Induction motor drives; Programmable control; Velocity control;
fLanguage
English
Publisher
ieee
Conference_Titel
IFSA World Congress and 20th NAFIPS International Conference, 2001. Joint 9th
Conference_Location
Vancouver, BC
Print_ISBN
0-7803-7078-3
Type
conf
DOI
10.1109/NAFIPS.2001.943712
Filename
943712
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