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Role of optimization algorithms based fuzzy controller in achieving induction motor performance enhancement

دور المتحكم الغامض القائم على خوارزميات التحسين في تحقيق تحسين أداء المحرك الحثي
Authors: M.A. Hannan; Jamal Abd Ali; Molla Shahadat Hossain Lipu; Azah Mohamed; Pin Jern Ker; T.M.I. Mahlia; Muhamad Mansor; +3 Authors

Role of optimization algorithms based fuzzy controller in achieving induction motor performance enhancement

Abstract

AbstractThree-phase induction motors (TIMs) are widely used for machines in industrial operations. As an accurate and robust controller, fuzzy logic controller (FLC) is crucial in designing TIMs control systems. The performance of FLC highly depends on the membership function (MF) variables, which are evaluated by heuristic approaches, leading to a high processing time. To address these issues, optimisation algorithms for TIMs have received increasing interest among researchers and industrialists. Here, we present an advanced and efficient quantum-inspired lightning search algorithm (QLSA) to avoid exhaustive conventional heuristic procedures when obtaining MFs. The accuracy of the QLSA based FLC (QLSAF) speed control is superior to other controllers in terms of transient response, damping capability and minimisation of statistical errors under diverse speeds and loads. The performance of the proposed QLSAF speed controller is validated through experiments. Test results under different conditions show consistent speed responses and stator currents with the simulation results.

Country
Australia
Keywords

Artificial intelligence, Science, Genetic Fuzzy Systems, Electronic speed control, FOS: Mechanical engineering, Heuristic, Control (management), Science and Technology Studies, Article, Engineering, Interval Type-2 Fuzzy Logic, Analysis of Electric Machinery and Drive Systems, Artificial Intelligence, Fuzzy Rule-Based Systems, FOS: Electrical engineering, electronic engineering, information engineering, Control theory (sociology), Type-2 Fuzzy Logic Systems and Applications, Electrical and Electronic Engineering, Induction motor, Fuzzy Logic Systems, Biology, Transient (computer programming), Control engineering, Q, Controller (irrigation), Voltage, Stator, Computer science, Mechanical engineering, Agronomy, 629, Fuzzy logic, Algorithm, Operating system, Electrical engineering, Physical Sciences, Computer Science, Multilevel Converters in Power Electronics

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    citations
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    32
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 1%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Top 10%
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 10%
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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
32
Top 1%
Top 10%
Top 10%
Green
gold