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A Stable Fuzzy-Based Computational Model and Control for Inductions Motors

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dc.contributor.authorLiu, Yongqiu
dc.contributor.authorZhong, Shaohui
dc.contributor.authorKausar, Nasreen
dc.contributor.authorZhang, Chunwei
dc.contributor.authorMohammadzadeh, Ardashir
dc.contributor.authorPamucar, Dragan
dc.date.accessioned2026-06-27T14:56:07Z
dc.date.issued2024
dc.description.abstractIn this paper, a stable and adaptive sliding mode control (SMC) method for induction motors is introduced. Determining the parameters of this system has been one of the existing challenges. To solve this challenge, a new self-tuning type-2 fuzzy neural network calculates and updates the control system parameters with a fast mechanism. According to the dynamic changes of the system, in addition to the parameters of the SMC, the parameters of the type-2 fuzzy neural network are also updated online. The conditions for guaranteeing the convergence and stability of the control system are provided. In the simulation part, in order to test the proposed method, several uncertain models and load torque have been applied. Also, the results have been compared to the SMC based on the type-1 fuzzy system, the traditional SMC, and the PI controller. The average RMSE in different scenarios, for type-2 fuzzy SMC, is 0.0311, for type-1 fuzzy SMC is 0.0497, for traditional SMC is 0.0778, and finally for PI controller is 0.0997.en
dc.description.sponsorshipMinistry of Science and Technology of China [2019YFE0112400]
dc.description.sponsorshipDepartment of Science and Technology of Shandong Province [2021CXGC011204]
dc.description.urihttps://doi.org/10.32604/cmes.2023.028175
dc.identifier.doi10.32604/cmes.2023.028175
dc.identifier.eissn1526-1506
dc.identifier.endpage812
dc.identifier.issn1526-1492
dc.identifier.issue1
dc.identifier.startpage793
dc.identifier.urihttps://hdl.handle.net/20.500.14981/66416
dc.identifier.volume138
dc.identifier.wos001023851500001
dc.language.isoeng
dc.publisherTECH SCIENCE PRESS
dc.relation.ispartofCMES-COMPUTER MODELING IN ENGINEERING & SCIENCES
dc.rightsopenAccess
dc.subjectSliding mode control
dc.subjectself-tuning type-2 fuzzy systems
dc.subjectinductions motor
dc.subjectparameters uncertainty
dc.subjectPMSM
dc.subjectEngineering
dc.subjectMathematics
dc.titleA Stable Fuzzy-Based Computational Model and Control for Inductions Motors
dc.typeArticle
dspace.entity.typePublication
local.import.sourceWOS

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