Differential Evolution: A review of more than two decades of research
4
Machine Intelligence Research Labs (MIR Labs), Scientific Network for Innovation and Research Excellence, Auburn, WA 98071, USA
|
Publication type: Journal Article
Publication date: 2020-04-01
scimago Q1
wos Q1
SJR: 1.652
CiteScore: 9.5
Impact factor: 8.0
ISSN: 09521976, 18736769
Electrical and Electronic Engineering
Artificial Intelligence
Control and Systems Engineering
Abstract
Since its inception in 1995, Differential Evolution (DE) has emerged as one of the most frequently used algorithms for solving complex optimization problems. Its flexibility and versatility have prompted several customized variants of DE for solving a variety of real life and test problems. The present study, surveys the near 25 years of existence of DE. In this extensive survey, 283 research articles have been covered and the journey of DE is shown through its basic aspects like population generation, mutation schemes, crossover schemes, variation in parameters and hybridized variants along with various successful applications of DE. This study also provides some key bibliometric indicators like highly cited papers having citations more than 500, publication trend since 1996, journal citations etc. The main aim of the present document is to serve as an extended summary of 25 years of existence of DE, intended for dissemination to interested parties. It is expected that the present survey would generate interest among the new users towards the philosophy of DE and would also guide the experience researchers.
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Metrics
692
Total citations:
692
Citations from 2024:
368
(53.18%)
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Bilal et al. Differential Evolution: A review of more than two decades of research // Engineering Applications of Artificial Intelligence. 2020. Vol. 90. p. 103479.
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Bilal, Pant M., Zaheer H., García-Hernández L., ABRAHAM A. Differential Evolution: A review of more than two decades of research // Engineering Applications of Artificial Intelligence. 2020. Vol. 90. p. 103479.
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TY - JOUR
DO - 10.1016/j.engappai.2020.103479
UR - https://doi.org/10.1016/j.engappai.2020.103479
TI - Differential Evolution: A review of more than two decades of research
T2 - Engineering Applications of Artificial Intelligence
AU - Bilal
AU - Pant, Millie
AU - Zaheer, Hira
AU - García-Hernández, Laura
AU - ABRAHAM, AJITH
PY - 2020
DA - 2020/04/01
PB - Elsevier
SP - 103479
VL - 90
SN - 0952-1976
SN - 1873-6769
ER -
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@article{2020_Bilal,
author = {Bilal and Millie Pant and Hira Zaheer and Laura García-Hernández and AJITH ABRAHAM},
title = {Differential Evolution: A review of more than two decades of research},
journal = {Engineering Applications of Artificial Intelligence},
year = {2020},
volume = {90},
publisher = {Elsevier},
month = {apr},
url = {https://doi.org/10.1016/j.engappai.2020.103479},
pages = {103479},
doi = {10.1016/j.engappai.2020.103479}
}