Shadowed Type-2 Fuzzy Systems for Dynamic Parameter Adaptation in Harmony Search and Differential Evolution for Optimal Design of Fuzzy Controllers
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Castillo, O. | - |
dc.contributor.author | Peraza, C. | - |
dc.contributor.author | Ochoa, P. | - |
dc.contributor.author | Amador-Angulo, L. | - |
dc.contributor.author | Melin, P. | - |
dc.contributor.author | Park, Yongjin | - |
dc.contributor.author | Geem, Zong Woo | - |
dc.date.accessioned | 2022-02-08T23:40:22Z | - |
dc.date.available | 2022-02-08T23:40:22Z | - |
dc.date.created | 2021-10-16 | - |
dc.date.issued | 2021-10 | - |
dc.identifier.issn | 2227-7390 | - |
dc.identifier.uri | https://scholarworks.bwise.kr/gachon/handle/2020.sw.gachon/83454 | - |
dc.description.abstract | This article mainly focuses on the utilization of shadowed type-2 fuzzy systems used to achieve the goal of dynamically adapting the parameters of two already known algorithms in the literature: the harmony search and the differential evolution algorithms. It has already been established that type-2 fuzzy logic enhances the performance of metaheuristics by enabling parameter adaptation; however, the utilization of fuzzy logic results in an increased execution time. For this reason, in this article, the shadowed type-2 fuzzy approach is put forward as a way of reducing execution time, while maintaining the good results that the complete type-2 fuzzy model produces. The harmony search and differential evolution algorithms with shadowed type-2 parameter adaptations were applied to the problem of optimally designing fuzzy controllers. The simulations were performed with the controllers working in an ideal situation, and then with a real situation under different noise levels in order to reach a conclusion regarding the performance of each of the algorithms that were applied. © 2021 by the authors. Licensee MDPI, Basel, Switzerland. | - |
dc.language | 영어 | - |
dc.language.iso | en | - |
dc.publisher | MDPI | - |
dc.relation.isPartOf | Mathematics | - |
dc.title | Shadowed Type-2 Fuzzy Systems for Dynamic Parameter Adaptation in Harmony Search and Differential Evolution for Optimal Design of Fuzzy Controllers | - |
dc.type | Article | - |
dc.type.rims | ART | - |
dc.description.journalClass | 1 | - |
dc.identifier.wosid | 000749712500001 | - |
dc.identifier.doi | 10.3390/math9192439 | - |
dc.identifier.bibliographicCitation | Mathematics, v.9, no.19 | - |
dc.description.isOpenAccess | N | - |
dc.identifier.scopusid | 2-s2.0-85116363003 | - |
dc.citation.title | Mathematics | - |
dc.citation.volume | 9 | - |
dc.citation.number | 19 | - |
dc.contributor.affiliatedAuthor | Geem, Zong Woo | - |
dc.type.docType | Article | - |
dc.subject.keywordAuthor | Differential evolution algorithm | - |
dc.subject.keywordAuthor | Harmony search | - |
dc.subject.keywordAuthor | Shadowed type-2 fuzzy systems | - |
dc.subject.keywordPlus | LOGIC SYSTEMS | - |
dc.subject.keywordPlus | ALGORITHM | - |
dc.subject.keywordPlus | SETS | - |
dc.subject.keywordPlus | OPTIMIZATION | - |
dc.subject.keywordPlus | HYBRID | - |
dc.relation.journalResearchArea | Mathematics | - |
dc.relation.journalWebOfScienceCategory | Mathematics | - |
dc.description.journalRegisteredClass | scie | - |
dc.description.journalRegisteredClass | scopus | - |
Items in ScholarWorks are protected by copyright, with all rights reserved, unless otherwise indicated.
1342, Seongnam-daero, Sujeong-gu, Seongnam-si, Gyeonggi-do, Republic of Korea(13120)031-750-5114
COPYRIGHT 2020 Gachon 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.