A Novel Surrogate-Assisted Multi-Objective Optimization Algorithm for an Electromagnetic Machine Design
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Lim, Dong-Kuk | - |
dc.contributor.author | Woo, Dong-Kyun | - |
dc.contributor.author | Yeo, Han-Kyeol | - |
dc.contributor.author | Jung, Sang-Yong | - |
dc.contributor.author | Ro, Jong-Suk | - |
dc.contributor.author | Jung, Hyun-Kyo | - |
dc.date.accessioned | 2023-09-08T04:41:28Z | - |
dc.date.available | 2023-09-08T04:41:28Z | - |
dc.date.issued | 2015-03 | - |
dc.identifier.issn | 0018-9464 | - |
dc.identifier.issn | 1941-0069 | - |
dc.identifier.uri | https://scholarworks.bwise.kr/cau/handle/2019.sw.cau/67510 | - |
dc.description.abstract | To design electric machines, the motor performance, cost, and manufacturing have to be considered. Hence, researchers have called this the multi-objective optimization (MOO) problem in which the goal is to minimize or maximize several objective functions at the same time. In order to solve the MOO problem, various algorithms, such as nondominated sorting genetic algorithm II and multi-objective particle swarm optimization, have been widely used. When these algorithms are applied to the electric machine design, much time consumption is inevitable due to many times of function evaluations using a finite-element method. To solve this problem, a novel surrogate-assisted MOO algorithm is proposed. Its validity is confirmed by comparing the optimization results of test functions with conventional optimization methods. To verify the feasibility of its application to a practical electric machine, an interior permanent magnet synchronous motor is designed. | - |
dc.language | 영어 | - |
dc.language.iso | ENG | - |
dc.publisher | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC | - |
dc.title | A Novel Surrogate-Assisted Multi-Objective Optimization Algorithm for an Electromagnetic Machine Design | - |
dc.type | Article | - |
dc.identifier.doi | 10.1109/TMAG.2014.2359452 | - |
dc.identifier.bibliographicCitation | IEEE TRANSACTIONS ON MAGNETICS, v.51, no.3 | - |
dc.description.isOpenAccess | N | - |
dc.identifier.wosid | 000353626200203 | - |
dc.identifier.scopusid | 2-s2.0-84928797534 | - |
dc.citation.number | 3 | - |
dc.citation.title | IEEE TRANSACTIONS ON MAGNETICS | - |
dc.citation.volume | 51 | - |
dc.type.docType | Article; Proceedings Paper | - |
dc.publisher.location | 미국 | - |
dc.subject.keywordAuthor | Interior permanent magnet synchronous motor (IPMSM) | - |
dc.subject.keywordAuthor | Kriging | - |
dc.subject.keywordAuthor | multi-objective | - |
dc.subject.keywordAuthor | surrogate model | - |
dc.relation.journalResearchArea | Engineering | - |
dc.relation.journalResearchArea | Physics | - |
dc.relation.journalWebOfScienceCategory | Engineering, Electrical & Electronic | - |
dc.relation.journalWebOfScienceCategory | Physics, Applied | - |
dc.description.journalRegisteredClass | sci | - |
dc.description.journalRegisteredClass | scie | - |
dc.description.journalRegisteredClass | scopus | - |
Items in ScholarWorks are protected by copyright, with all rights reserved, unless otherwise indicated.
84, Heukseok-ro, Dongjak-gu, Seoul, Republic of Korea (06974)02-820-6194
COPYRIGHT 2019 Chung-Ang University All Rights Reserved.
Certain data included herein are derived from the © Web of Science of Clarivate Analytics. All rights reserved.
You may not copy or re-distribute this material in whole or in part without the prior written consent of Clarivate Analytics.