ANFIS based intelligent control of vector controlled induction motor drive

R. A. Gupta, Rajesh Kumar, Rajesh S. Surjuse

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

8 Citations (Scopus)

Abstract

This paper presents Adaptive Neuro-Fuzzy Inference System (ANFIS) based intelligent control of vector controlled induction motor drive. The proposed intelligent control scheme consists of sensorless adaptive neuro-fuzzy speed controller with speed estimation based on adaptive neuro-fuzzy inverse model. The proposed neuro-fuzzy speed controller incorporates fuzzy logic algorithm with a five-layer artificial neural network (ANN) structure. The conventional PI speed controller is replaced by Adaptive Neuro-Fuzzy Inference System (ANFIS), which tunes the fuzzy inference system with hybrid learning algorithm. This makes fuzzy system to learn. The structure of speed estimator is also same as speed controller but it incorporates inverse model identification algorithm for speed estimation. The performance of the proposed scheme is investigated at different operating conditions. The simulation study indicates robustness and suitability of drive for high performance drives applications.

Original languageEnglish
Title of host publication2009 2nd International Conference on Emerging Trends in Engineering and Technology, ICETET 2009
Pages674-680
Number of pages7
DOIs
Publication statusPublished - 2009
Externally publishedYes
Event2009 2nd International Conference on Emerging Trends in Engineering and Technology, ICETET 2009 - Nagpur, India
Duration: 16 Dec 200918 Dec 2009

Publication series

Name2009 2nd International Conference on Emerging Trends in Engineering and Technology, ICETET 2009

Conference

Conference2009 2nd International Conference on Emerging Trends in Engineering and Technology, ICETET 2009
Country/TerritoryIndia
CityNagpur
Period16/12/0918/12/09

Keywords

  • Adaptive Neuro-Fuzzy Inference System (ANFIS)
  • Back propagation algorithm
  • Hybrid learning algorithm
  • Inverse model
  • Speed estimator

ASJC Scopus subject areas

  • General Computer Science
  • General Energy
  • General Engineering
  • Waste Management and Disposal

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