An Improved Simplified Rules Fuzzy Logic Speed Controller Method Applied For Induction Motor Drive

Fuzzy Logic Speed Controller (FLSC) has been widely used for motor drive due to its robustness and its non-reliance to real plant parameters. However, it is computationally expensive to be implemented in real-time and prone to the fuzzy rules’ selection error which results in the failure of the driv...

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Main Authors: Talib, Md Hairul Nizam, Ibrahim, Zulkifilie, Rasin, Zulhani, Nordin, Nurdiana, Nabil Farah, Mohamad Razali, Azziddin, Abd. Rahim, Nasrudin
Format: Article
Language:English
Published: ISA - Instrumentation, Systems, and Automation Society 2020
Online Access:http://eprints.utem.edu.my/id/eprint/25179/2/1-S2.0-S0019057820302287-MAIN.PDF
http://eprints.utem.edu.my/id/eprint/25179/
https://www.sciencedirect.com/science/article/pii/S0019057820302287?via%3Dihub#!
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spelling my.utem.eprints.251792021-07-09T17:41:04Z http://eprints.utem.edu.my/id/eprint/25179/ An Improved Simplified Rules Fuzzy Logic Speed Controller Method Applied For Induction Motor Drive Talib, Md Hairul Nizam Ibrahim, Zulkifilie Rasin, Zulhani Nordin, Nurdiana Nabil Farah Mohamad Razali, Azziddin Abd. Rahim, Nasrudin Fuzzy Logic Speed Controller (FLSC) has been widely used for motor drive due to its robustness and its non-reliance to real plant parameters. However, it is computationally expensive to be implemented in real-time and prone to the fuzzy rules’ selection error which results in the failure of the drive's system. This paper proposes an improved simplified rules method for Fuzzy Logic Speed Controller (FLSC) based on the significant crisp output calculations to address these issues. A systematic procedure for the fuzzy rules reduction process is first described. Then, a comprehensive evaluation of the activated crisp output data is presented to determine the fuzzy dominant rules. Based on the proposed method, the number of rules was significantly reduced by 72%. The simplified FLSC rule is tested on the Induction Motor (IM) drives system in which the real-time implementation was carried out in the dSPACE DS1103 controller environment. The simulation and experimental results based on the proposed FLSC have proved the workability of the simplified rules without degrading the motor performance. ISA - Instrumentation, Systems, and Automation Society 2020-10 Article PeerReviewed text en http://eprints.utem.edu.my/id/eprint/25179/2/1-S2.0-S0019057820302287-MAIN.PDF Talib, Md Hairul Nizam and Ibrahim, Zulkifilie and Rasin, Zulhani and Nordin, Nurdiana and Nabil Farah and Mohamad Razali, Azziddin and Abd. Rahim, Nasrudin (2020) An Improved Simplified Rules Fuzzy Logic Speed Controller Method Applied For Induction Motor Drive. ISA Transactions, 105. pp. 230-239. ISSN 0019-0578 https://www.sciencedirect.com/science/article/pii/S0019057820302287?via%3Dihub#! 10.1016/j.isatra.2020.05.040
institution Universiti Teknikal Malaysia Melaka
building UTEM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknikal Malaysia Melaka
content_source UTEM Institutional Repository
url_provider http://eprints.utem.edu.my/
language English
description Fuzzy Logic Speed Controller (FLSC) has been widely used for motor drive due to its robustness and its non-reliance to real plant parameters. However, it is computationally expensive to be implemented in real-time and prone to the fuzzy rules’ selection error which results in the failure of the drive's system. This paper proposes an improved simplified rules method for Fuzzy Logic Speed Controller (FLSC) based on the significant crisp output calculations to address these issues. A systematic procedure for the fuzzy rules reduction process is first described. Then, a comprehensive evaluation of the activated crisp output data is presented to determine the fuzzy dominant rules. Based on the proposed method, the number of rules was significantly reduced by 72%. The simplified FLSC rule is tested on the Induction Motor (IM) drives system in which the real-time implementation was carried out in the dSPACE DS1103 controller environment. The simulation and experimental results based on the proposed FLSC have proved the workability of the simplified rules without degrading the motor performance.
format Article
author Talib, Md Hairul Nizam
Ibrahim, Zulkifilie
Rasin, Zulhani
Nordin, Nurdiana
Nabil Farah
Mohamad Razali, Azziddin
Abd. Rahim, Nasrudin
spellingShingle Talib, Md Hairul Nizam
Ibrahim, Zulkifilie
Rasin, Zulhani
Nordin, Nurdiana
Nabil Farah
Mohamad Razali, Azziddin
Abd. Rahim, Nasrudin
An Improved Simplified Rules Fuzzy Logic Speed Controller Method Applied For Induction Motor Drive
author_facet Talib, Md Hairul Nizam
Ibrahim, Zulkifilie
Rasin, Zulhani
Nordin, Nurdiana
Nabil Farah
Mohamad Razali, Azziddin
Abd. Rahim, Nasrudin
author_sort Talib, Md Hairul Nizam
title An Improved Simplified Rules Fuzzy Logic Speed Controller Method Applied For Induction Motor Drive
title_short An Improved Simplified Rules Fuzzy Logic Speed Controller Method Applied For Induction Motor Drive
title_full An Improved Simplified Rules Fuzzy Logic Speed Controller Method Applied For Induction Motor Drive
title_fullStr An Improved Simplified Rules Fuzzy Logic Speed Controller Method Applied For Induction Motor Drive
title_full_unstemmed An Improved Simplified Rules Fuzzy Logic Speed Controller Method Applied For Induction Motor Drive
title_sort improved simplified rules fuzzy logic speed controller method applied for induction motor drive
publisher ISA - Instrumentation, Systems, and Automation Society
publishDate 2020
url http://eprints.utem.edu.my/id/eprint/25179/2/1-S2.0-S0019057820302287-MAIN.PDF
http://eprints.utem.edu.my/id/eprint/25179/
https://www.sciencedirect.com/science/article/pii/S0019057820302287?via%3Dihub#!
_version_ 1705060088035672064
score 13.159267