Differential Evolution and Its Applications in Image Processing Problems: A Comprehensive Review

Differential evolution (DE) is one of the highly acknowledged population-based optimization algorithms due to its simplicity, user-friendliness, resilience, and capacity to solve problems. DE has grown steadily since its beginnings due to its ability to solve various issues in academics and industry...

وصف كامل

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Chakraborty, Sanjoy (author)
مؤلفون آخرون: Saha, Apu Kumar (author), Ezugwu, Absalom E. (author), Agushaka, Jeffrey O. (author), Abu Zitar, Raed (author), Abualigah, Laith (author)
منشور في: 2022
الوصول للمادة أونلاين:https://depot.sorbonne.ae/handle/20.500.12458/1324
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author Chakraborty, Sanjoy
author2 Saha, Apu Kumar
Ezugwu, Absalom E.
Agushaka, Jeffrey O.
Abu Zitar, Raed
Abualigah, Laith
author2_role author
author
author
author
author
author_facet Chakraborty, Sanjoy
Saha, Apu Kumar
Ezugwu, Absalom E.
Agushaka, Jeffrey O.
Abu Zitar, Raed
Abualigah, Laith
author_role author
dc.creator.none.fl_str_mv Chakraborty, Sanjoy
Saha, Apu Kumar
Ezugwu, Absalom E.
Agushaka, Jeffrey O.
Abu Zitar, Raed
Abualigah, Laith
dc.date.none.fl_str_mv 2022-11-16T09:02:29Z
2022-11-16T09:02:29Z
2023
dc.format.none.fl_str_mv application/pdf
dc.identifier.none.fl_str_mv 10.1007/s11831-022-09825-5
1134-3060
1886-1784
https://depot.sorbonne.ae/handle/20.500.12458/1324
10.1007/s11831-022-09825-5
dc.language.none.fl_str_mv en
dc.relation.none.fl_str_mv Archives of Computational Methods in Engineering
dc.title.none.fl_str_mv Differential Evolution and Its Applications in Image Processing Problems: A Comprehensive Review
dc.type.none.fl_str_mv Controlled Vocabulary for Resource Type Genres::text::periodical::journal::contribution to journal::journal article
description Differential evolution (DE) is one of the highly acknowledged population-based optimization algorithms due to its simplicity, user-friendliness, resilience, and capacity to solve problems. DE has grown steadily since its beginnings due to its ability to solve various issues in academics and industry. Different mutation techniques and parameter choices influence DE's exploration and exploitation capabilities, motivating academics to continue working on DE. This survey aims to depict DE's recent developments concerning parameter adaptations, parameter settings and mutation strategies, hybridizations, and multiobjective variants in the last twelve years. It also summarizes the problems solved in image processing by DE and its variants.
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identifier_str_mv 10.1007/s11831-022-09825-5
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network_acronym_str sorbonner
network_name_str Sorbonne University Abu Dhabi repository
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publishDate 2022
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spelling Differential Evolution and Its Applications in Image Processing Problems: A Comprehensive ReviewChakraborty, SanjoySaha, Apu KumarEzugwu, Absalom E.Agushaka, Jeffrey O.Abu Zitar, RaedAbualigah, LaithDifferential evolution (DE) is one of the highly acknowledged population-based optimization algorithms due to its simplicity, user-friendliness, resilience, and capacity to solve problems. DE has grown steadily since its beginnings due to its ability to solve various issues in academics and industry. Different mutation techniques and parameter choices influence DE's exploration and exploitation capabilities, motivating academics to continue working on DE. This survey aims to depict DE's recent developments concerning parameter adaptations, parameter settings and mutation strategies, hybridizations, and multiobjective variants in the last twelve years. It also summarizes the problems solved in image processing by DE and its variants.2022-11-16T09:02:29Z2022-11-16T09:02:29Z2023Controlled Vocabulary for Resource Type Genres::text::periodical::journal::contribution to journal::journal articleapplication/pdf10.1007/s11831-022-09825-51134-30601886-1784https://depot.sorbonne.ae/handle/20.500.12458/132410.1007/s11831-022-09825-5enArchives of Computational Methods in Engineeringoai:depot.sorbonne.ae:20.500.12458/13242023-03-06T07:49:17Z
spellingShingle Differential Evolution and Its Applications in Image Processing Problems: A Comprehensive Review
Chakraborty, Sanjoy
title Differential Evolution and Its Applications in Image Processing Problems: A Comprehensive Review
title_full Differential Evolution and Its Applications in Image Processing Problems: A Comprehensive Review
title_fullStr Differential Evolution and Its Applications in Image Processing Problems: A Comprehensive Review
title_full_unstemmed Differential Evolution and Its Applications in Image Processing Problems: A Comprehensive Review
title_short Differential Evolution and Its Applications in Image Processing Problems: A Comprehensive Review
title_sort Differential Evolution and Its Applications in Image Processing Problems: A Comprehensive Review
url https://depot.sorbonne.ae/handle/20.500.12458/1324