A Comprehensive Review on Multi-objective Optimization Techniques: Past, Present and Future

Realistic problems typically have many conflicting objectives. Therefore, it is instinctive to look at the engineering problems as multi-objective optimization problems. This paper briefly explains the multi-objective optimization algorithms and their variants with pros and cons. Representative algo...

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Vydané v:Archives of computational methods in engineering Ročník 29; číslo 7; s. 5605 - 5633
Hlavní autori: Sharma, Shubhkirti, Kumar, Vijay
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Dordrecht Springer Netherlands 01.11.2022
Springer Nature B.V
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ISSN:1134-3060, 1886-1784
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Abstract Realistic problems typically have many conflicting objectives. Therefore, it is instinctive to look at the engineering problems as multi-objective optimization problems. This paper briefly explains the multi-objective optimization algorithms and their variants with pros and cons. Representative algorithms in each category are discussed in depth. Applications of various multi-objective algorithms in various fields of engineering are discussed. Open challenges and future directions for multi-objective algorithms are suggested. This study covers relevant aspects of multi-objective algorithms that which will help the new researchers to apply these algorithms in their research field.
AbstractList Realistic problems typically have many conflicting objectives. Therefore, it is instinctive to look at the engineering problems as multi-objective optimization problems. This paper briefly explains the multi-objective optimization algorithms and their variants with pros and cons. Representative algorithms in each category are discussed in depth. Applications of various multi-objective algorithms in various fields of engineering are discussed. Open challenges and future directions for multi-objective algorithms are suggested. This study covers relevant aspects of multi-objective algorithms that which will help the new researchers to apply these algorithms in their research field.
Author Sharma, Shubhkirti
Kumar, Vijay
Author_xml – sequence: 1
  givenname: Shubhkirti
  surname: Sharma
  fullname: Sharma, Shubhkirti
  organization: Computer Science and Engineering Department, National Institute of Technology
– sequence: 2
  givenname: Vijay
  orcidid: 0000-0002-3460-6989
  surname: Kumar
  fullname: Kumar, Vijay
  email: vijaykumarchahar@nith.ac.in
  organization: Computer Science and Engineering Department, National Institute of Technology
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ContentType Journal Article
Copyright The Author(s) under exclusive licence to International Center for Numerical Methods in Engineering (CIMNE) 2022
The Author(s) under exclusive licence to International Center for Numerical Methods in Engineering (CIMNE) 2022.
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– notice: The Author(s) under exclusive licence to International Center for Numerical Methods in Engineering (CIMNE) 2022.
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SubjectTerms Algorithms
Engineering
Mathematical and Computational Engineering
Multiple objective analysis
Optimization
Review Article
Title A Comprehensive Review on Multi-objective Optimization Techniques: Past, Present and Future
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