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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Vydáno v:Archives of computational methods in engineering Ročník 29; číslo 7; s. 5605 - 5633
Hlavní autoři: Sharma, Shubhkirti, Kumar, Vijay
Médium: Journal Article
Jazyk:angličtina
Vydáno: Dordrecht Springer Netherlands 01.11.2022
Springer Nature B.V
Témata:
Algorithms
Engineering
Mathematical and Computational Engineering
Multiple objective analysis
Optimization
Review Article
ISSN:1134-3060, 1886-1784
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Shrnutí: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.
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ISSN:1134-3060
1886-1784
DOI:10.1007/s11831-022-09778-9