NARMA-L2 controlled variable frequency three-phase induction motor drive

This manuscript proposes a novel control technique to regulate the speed of a variable frequency three-phase induction motor drive. The novelty of this article lies in the application of artificial neural network based nonlinear autoregressive-moving average-L2 (NARMA-L2) controller for the speed co...

Full description

Saved in:
Bibliographic Details
Main Authors: George M., Prasad Basu K.
Other Authors: 8209995700
Format: Article
Published: 2023
Subjects:
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Universiti Tenaga Nasional
id my.uniten.dspace-30366
record_format dspace
spelling my.uniten.dspace-303662023-12-29T15:47:05Z NARMA-L2 controlled variable frequency three-phase induction motor drive George M. Prasad Basu K. 8209995700 55014236300 D - q model Hysteresis current controller Induction motor drive Inverter NARMA-L2 controller PI controller Speed control Variable frequency Vector control This manuscript proposes a novel control technique to regulate the speed of a variable frequency three-phase induction motor drive. The novelty of this article lies in the application of artificial neural network based nonlinear autoregressive-moving average-L2 (NARMA-L2) controller for the speed control of three-phase induction motor drive. NARMA-L2 controller checks the actual speed and the reference speed and generates the required stator frequency to regulate the speed independent of the load conditions. The performance of the developed system has been compared with vector controlled voltagesource inverter fed variable frequency three-phase induction motor drive. Induction motor dynamic machine model in state-space has been considered to study the performance of the system. It has been observed that the developed system is able to achieve smooth speed regulation as opposed to vector control technique without violating IEEE-519 total harmonic distortion (THD) standard. The response of NARMA-L2 controlled system is much faster as compared to complex vector controlled system. � EuroJournals Publishing, Inc. 2012. Final 2023-12-29T07:47:05Z 2023-12-29T07:47:05Z 2012 Article 2-s2.0-84857330264 https://www.scopus.com/inward/record.uri?eid=2-s2.0-84857330264&partnerID=40&md5=667b4e903ddbfe07f13dceb71c7dd81b https://irepository.uniten.edu.my/handle/123456789/30366 70 1 98 111 Scopus
institution Universiti Tenaga Nasional
building UNITEN Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tenaga Nasional
content_source UNITEN Institutional Repository
url_provider http://dspace.uniten.edu.my/
topic D - q model
Hysteresis current controller
Induction motor drive
Inverter
NARMA-L2 controller
PI controller
Speed control
Variable frequency
Vector control
spellingShingle D - q model
Hysteresis current controller
Induction motor drive
Inverter
NARMA-L2 controller
PI controller
Speed control
Variable frequency
Vector control
George M.
Prasad Basu K.
NARMA-L2 controlled variable frequency three-phase induction motor drive
description This manuscript proposes a novel control technique to regulate the speed of a variable frequency three-phase induction motor drive. The novelty of this article lies in the application of artificial neural network based nonlinear autoregressive-moving average-L2 (NARMA-L2) controller for the speed control of three-phase induction motor drive. NARMA-L2 controller checks the actual speed and the reference speed and generates the required stator frequency to regulate the speed independent of the load conditions. The performance of the developed system has been compared with vector controlled voltagesource inverter fed variable frequency three-phase induction motor drive. Induction motor dynamic machine model in state-space has been considered to study the performance of the system. It has been observed that the developed system is able to achieve smooth speed regulation as opposed to vector control technique without violating IEEE-519 total harmonic distortion (THD) standard. The response of NARMA-L2 controlled system is much faster as compared to complex vector controlled system. � EuroJournals Publishing, Inc. 2012.
author2 8209995700
author_facet 8209995700
George M.
Prasad Basu K.
format Article
author George M.
Prasad Basu K.
author_sort George M.
title NARMA-L2 controlled variable frequency three-phase induction motor drive
title_short NARMA-L2 controlled variable frequency three-phase induction motor drive
title_full NARMA-L2 controlled variable frequency three-phase induction motor drive
title_fullStr NARMA-L2 controlled variable frequency three-phase induction motor drive
title_full_unstemmed NARMA-L2 controlled variable frequency three-phase induction motor drive
title_sort narma-l2 controlled variable frequency three-phase induction motor drive
publishDate 2023
_version_ 1806428244687192064