LAPSE:2024.0309
Published Article
LAPSE:2024.0309
A Systematic Review of Multi-Objective Evolutionary Algorithms Optimization Frameworks
Andrei Pătrăușanu, Adrian Florea, Mihai Neghină, Alina Dicoiu, Radu Chiș
June 5, 2024
Abstract
The study of evolutionary algorithms (EAs) has witnessed an impressive increase during the last decades. The need to explore this area is determined by the growing request for design and the optimization of more and more engineering problems in society, such as highway construction processes, food and agri-technologies processes, resource allocation problems, logistics and transportation systems, microarchitectures, suspension systems optimal design, etc. All of these matters refer to specific highly computational problems with a huge design space, hence the obvious need for evolutionary algorithms and frameworks, or platforms that allow for the implementing and testing of such algorithms and methods. This paper aims to comparatively analyze the existing software platforms and state-of-the-art multi-objective optimization algorithms and make a review of what features exist and what features might be included next as further developments in such tools, from a researcher’s perspective. Additionally, it is essential for a framework to be easily extendable with new types of problems and optimization algorithms, metrics and quality indicators, genetic operators or specific solution representations and results analysis and comparison features. After presenting the most relevant existing features in these types of platforms, we suggest some future steps and the developments we have been working on.
Keywords
evolutionary algorithms, frameworks, multi-objective optimization, platforms, software
Suggested Citation
Pătrăușanu A, Florea A, Neghină M, Dicoiu A, Chiș R. A Systematic Review of Multi-Objective Evolutionary Algorithms Optimization Frameworks. (2024). LAPSE:2024.0309
Author Affiliations
Pătrăușanu A: Department of Computer Science and Electrical Engineering, Lucian Blaga University of Sibiu, 4 Emil Cioran, Str., 550025 Sibiu, Romania [ORCID]
Florea A: Department of Computer Science and Electrical Engineering, Lucian Blaga University of Sibiu, 4 Emil Cioran, Str., 550025 Sibiu, Romania [ORCID]
Neghină M: Department of Computer Science and Electrical Engineering, Lucian Blaga University of Sibiu, 4 Emil Cioran, Str., 550025 Sibiu, Romania
Dicoiu A: Department of Computer Science and Electrical Engineering, Lucian Blaga University of Sibiu, 4 Emil Cioran, Str., 550025 Sibiu, Romania [ORCID]
Chiș R: Department of Computer Science and Electrical Engineering, Lucian Blaga University of Sibiu, 4 Emil Cioran, Str., 550025 Sibiu, Romania
Journal Name
Processes
Volume
12
Issue
5
First Page
869
Year
2024
Publication Date
2024-04-26
ISSN
2227-9717
Version Comments
Original Submission
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PII: pr12050869, Publication Type: Review
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LAPSE:2024.0309
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https://doi.org/10.3390/pr12050869
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