SCJADE: Yet Another State-of-the-Art Differential Evolution Algorithm

Zhe Xu; Shangce Gao; Haichuan Yang; Zhenyu Lei

doi:10.1002/tee.23340

SCJADE: Yet Another State-of-the-Art Differential Evolution Algorithm

Zhe Xu, Shangce Gao^*, Haichuan Yang, Zhenyu Lei

^*この論文の責任著者

工学科　知能情報工学コース

研究成果: ジャーナルへの寄稿 › Letter › 査読

36 被引用数 (Scopus)

抄録

Differential evolution algorithms have become one of the most competitive evolutionary algorithms, among which a chaotic differential evolution (CJADE) is a recently proposed state-of-the-art variant. But CJADE still suffers from the premature convergence problem. This paper further improves CJADE by innovatively incorporating a success-intensity-based roulette wheel selection method into it. The resultant algorithm called SCJADE shows its superiority over its peer in terms of solution quality and convergence speed on IEEE CEC2017 optimization test suit.

本文言語	英語
ページ（範囲）	644-646
ページ数	3
ジャーナル	IEEJ Transactions on Electrical and Electronic Engineering
巻	16
号	4
DOI	https://doi.org/10.1002/tee.23340
出版ステータス	出版済み - 2021/04

ASJC Scopus 主題領域

電子工学および電気工学

文献へのアクセス

10.1002/tee.23340

引用スタイル

@article{9fc6d9b00b9148dd83acb70d07aac0ec,

title = "SCJADE: Yet Another State-of-the-Art Differential Evolution Algorithm",

abstract = "Differential evolution algorithms have become one of the most competitive evolutionary algorithms, among which a chaotic differential evolution (CJADE) is a recently proposed state-of-the-art variant. But CJADE still suffers from the premature convergence problem. This paper further improves CJADE by innovatively incorporating a success-intensity-based roulette wheel selection method into it. The resultant algorithm called SCJADE shows its superiority over its peer in terms of solution quality and convergence speed on IEEE CEC2017 optimization test suit.",

keywords = "computational intelligence, differential evolution, evolutionary algorithm, soft computing",

author = "Zhe Xu and Shangce Gao and Haichuan Yang and Zhenyu Lei",

note = "Publisher Copyright: {\textcopyright} 2021 Institute of Electrical Engineers of Japan. Published by Wiley Periodicals LLC.",

year = "2021",

month = apr,

doi = "10.1002/tee.23340",

language = "英語",

volume = "16",

pages = "644--646",

journal = "IEEJ Transactions on Electrical and Electronic Engineering",

issn = "1931-4973",

publisher = "John Wiley & Sons Inc.",

number = "4",

}

TY - JOUR

T1 - SCJADE

T2 - Yet Another State-of-the-Art Differential Evolution Algorithm

AU - Xu, Zhe

AU - Gao, Shangce

AU - Yang, Haichuan

AU - Lei, Zhenyu

PY - 2021/4

Y1 - 2021/4

N2 - Differential evolution algorithms have become one of the most competitive evolutionary algorithms, among which a chaotic differential evolution (CJADE) is a recently proposed state-of-the-art variant. But CJADE still suffers from the premature convergence problem. This paper further improves CJADE by innovatively incorporating a success-intensity-based roulette wheel selection method into it. The resultant algorithm called SCJADE shows its superiority over its peer in terms of solution quality and convergence speed on IEEE CEC2017 optimization test suit.

AB - Differential evolution algorithms have become one of the most competitive evolutionary algorithms, among which a chaotic differential evolution (CJADE) is a recently proposed state-of-the-art variant. But CJADE still suffers from the premature convergence problem. This paper further improves CJADE by innovatively incorporating a success-intensity-based roulette wheel selection method into it. The resultant algorithm called SCJADE shows its superiority over its peer in terms of solution quality and convergence speed on IEEE CEC2017 optimization test suit.

KW - computational intelligence

KW - differential evolution

KW - evolutionary algorithm

KW - soft computing

UR - http://www.scopus.com/inward/record.url?scp=85101603560&partnerID=8YFLogxK

U2 - 10.1002/tee.23340

DO - 10.1002/tee.23340

M3 - Letter

AN - SCOPUS:85101603560

SN - 1931-4973

VL - 16

SP - 644

EP - 646

JO - IEEJ Transactions on Electrical and Electronic Engineering

JF - IEEJ Transactions on Electrical and Electronic Engineering

IS - 4

ER -

SCJADE: Yet Another State-of-the-Art Differential Evolution Algorithm

抄録

ASJC Scopus 主題領域

文献へのアクセス

フィンガープリント

引用スタイル