Title
A simple direct-torque neuro-fuzzy control of PWM-inverter-fed induction motor drive
Abstract
In this paper, the concept and implementation of a new simple direct-torque neuro-fuzzy control (DTNFC) scheme for pulsewidth-modulation-inverter-fed induction motor drive are presented. An adaptive neuro-fuzzy inference system is applied to achieve high-performance decoupled flux and torque control. The theoretical principle and tuning procedure of this method are discussed. A 3 kW induction motor experimental system with digital signal processor TMS 320C31-based controller has been built to verify this approach. The simulation and laboratory experimental results, which illustrate the performance of the proposed scheme, are presented. Also, nomograms for controller design are given. It has been shown that the simple DTNFC is characterized by very fast torque and flux response, very-low-speed operation, and simple tuning capability.
Year
DOI
Venue
2000
10.1109/41.857966
IEEE Transactions on Industrial Electronics
Keywords
Field
DocType
Pulse width modulation,Induction motor drives,Adaptive systems,Programmable control,Adaptive control,Torque control,Induction motors,Digital signal processors,Process control,Control systems
Vector control,Control theory,Induction motor,Torque,Control theory,Direct torque control,Control engineering,Fuzzy control system,Adaptive control,Engineering,Adaptive neuro fuzzy inference system
Journal
Volume
Issue
ISSN
47
4
0278-0046
Citations 
PageRank 
References 
25
7.58
4
Authors
4
Name
Order
Citations
PageRank
P. Z. Grabowski1257.58
M. P. Kazmierkowski237882.05
B. K. Bose35219.82
Frede Blaabjerg41195248.32