A Quantum Lightning Search Algorithm-Based Fuzzy Speed Controller for Induction Motor Drive
Electric drives; Electric inverters; Fuzzy logic; Induction motors; Learning algorithms; Lightning; MATLAB; Membership functions; Optimization; Pulse width modulation; Speed; Speed control; Statistics; Switches; Vector spaces; Voltage control; IM drive; Search Algorithms; Sociology; Space vector pul...
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Institute of Electrical and Electronics Engineers Inc.
2023
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my.uniten.dspace-230402023-05-29T14:37:33Z A Quantum Lightning Search Algorithm-Based Fuzzy Speed Controller for Induction Motor Drive Hannan M.A. Ali J.A. Hussain A. Hasim F.H. Amirulddin U.A.U. Uddin M.N. Blaabjerg F. 7103014445 56540826800 57208481391 23094411600 26422804600 55663372800 7004992352 Electric drives; Electric inverters; Fuzzy logic; Induction motors; Learning algorithms; Lightning; MATLAB; Membership functions; Optimization; Pulse width modulation; Speed; Speed control; Statistics; Switches; Vector spaces; Voltage control; IM drive; Search Algorithms; Sociology; Space vector pulse width modulation; Speed controller; SVPWM; validation; Controllers This paper presents a quantum lightning search algorithm (QLSA)-based optimization technique for controlling speed of the induction motor (IM) drive. The developed QLSA is implemented in fuzzy logic controller to generate suitable input and output fuzzy membership function for IM drive speed controller. The main objective of this paper is to develop QLSA-based fuzzy (QLSAF) speed controller to minimise the mean absolute error in order to improve the performance of the IM drive with changes in speed and mechanical load. The QLSAF-based speed controller is implemented in simulation model in the MATLAB/Simulink environment and the prototype is fabricated and experimentally tested in a fully integrated DSP for controlling the IM drive system. The experimental results of the developed QLSAF speed controller are compared with the simulation results under different performance conditions. Several experimental results show that there are good agreement of the controller parameters, SVPWM signals, and different types of speed responses and stator currents with the simulation results, which are verified and validated the performance of the proposed QLSAF speed controller. Also, the proposed QLSAF speed controller outperforms other studies with settling time in simulation and in experimental implementation, which validates the controller performance as well. � 2013 IEEE. Final 2023-05-29T06:37:33Z 2023-05-29T06:37:33Z 2017 Article 10.1109/ACCESS.2017.2778081 2-s2.0-85037622516 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85037622516&doi=10.1109%2fACCESS.2017.2778081&partnerID=40&md5=b75c593fb4681e31aea5d33f2dee47f1 https://irepository.uniten.edu.my/handle/123456789/23040 6 1214 1223 All Open Access, Gold, Green Institute of Electrical and Electronics Engineers Inc. Scopus |
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| description |
Electric drives; Electric inverters; Fuzzy logic; Induction motors; Learning algorithms; Lightning; MATLAB; Membership functions; Optimization; Pulse width modulation; Speed; Speed control; Statistics; Switches; Vector spaces; Voltage control; IM drive; Search Algorithms; Sociology; Space vector pulse width modulation; Speed controller; SVPWM; validation; Controllers |
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7103014445 |
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7103014445 Hannan M.A. Ali J.A. Hussain A. Hasim F.H. Amirulddin U.A.U. Uddin M.N. Blaabjerg F. |
| format |
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Hannan M.A. Ali J.A. Hussain A. Hasim F.H. Amirulddin U.A.U. Uddin M.N. Blaabjerg F. |
| spellingShingle |
Hannan M.A. Ali J.A. Hussain A. Hasim F.H. Amirulddin U.A.U. Uddin M.N. Blaabjerg F. A Quantum Lightning Search Algorithm-Based Fuzzy Speed Controller for Induction Motor Drive |
| author_sort |
Hannan M.A. |
| title |
A Quantum Lightning Search Algorithm-Based Fuzzy Speed Controller for Induction Motor Drive |
| title_short |
A Quantum Lightning Search Algorithm-Based Fuzzy Speed Controller for Induction Motor Drive |
| title_full |
A Quantum Lightning Search Algorithm-Based Fuzzy Speed Controller for Induction Motor Drive |
| title_fullStr |
A Quantum Lightning Search Algorithm-Based Fuzzy Speed Controller for Induction Motor Drive |
| title_full_unstemmed |
A Quantum Lightning Search Algorithm-Based Fuzzy Speed Controller for Induction Motor Drive |
| title_sort |
quantum lightning search algorithm-based fuzzy speed controller for induction motor drive |
| publisher |
Institute of Electrical and Electronics Engineers Inc. |
| publishDate |
2023 |
| _version_ |
1806425592433737728 |
| score |
13.222552 |