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primary topic: Recent Evolution of Intelligent Approach in Electric Motor Drive System for EV Applications: A Concise Review

Recent Evolution of Intelligent Approach in Electric Motor Drive System for EV Applications: A Concise Review
type: AcademicArticle
type: Article
abstract: The fast development of electric vehicles (EVs) has motivated major studies on smart management techniques for electric motors, which are essential for guaranteeing optimal performance, efficiency, and dependability. This brief paper offers a summary of recent advances in artificial intelligence (AI)-based techniques used in electric motor management inside EV applications. The conversation covers several artificial intelligence models, including fuzzy logic (FL) systems, evolutionary algorithms (EA), machine learning (ML), and deep learning (DL). Every approach is quickly examined in terms of its working principles, benefits, drawbacks, and appropriateness for particular motor control duties, including speed control, torque optimisation, defect identification, and adaptive control. Particular focus is on how AI methods combine with motor types often used in EVs, such as permanent magnet synchronous motor (PMSM) and induction motor (IM). The paper highlights current trends and research opportunities to provide researchers and practitioners a modest but instructive reference for enhancing intelligent motor control in modern EV systems. © 2025 IEEE.
date: 2025
is part of: IEEE Region 10 Annual International Conference, Proceedings/TENCON
status: peerReviewed
status: published
author list: authors
type: EPrint
type: ConferenceItemEPrint
is part of: repository

Institute of Electrical and Electronics Engineers Inc.
type: Organization

IEEE Region 10 Annual International Conference, Proceedings/TENCON
type: Collection
issn: 21593442

Shamsul Aizam Zulkifli
type: Person
given name: Shamsul Aizam
family name: Zulkifli

Muhamad Syazmie Sepeeh
type: Person
given name: Muhamad Syazmie
family name: Sepeeh

Hanis Farhah Jamahori
type: Person
given name: Hanis Farhah
family name: Jamahori

Huang-Jen Chiu
type: Person
given name: Huang-Jen
family name: Chiu

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primary topic: Recent Evolution of Intelligent Approach in Electric Motor Drive System for EV Applications: A Concise Review