Parallel Multi-Objective Evolutionary Algorithms: A Comprehensive Survey
Multi-Objective Evolutionary Algorithms (MOEAs) are powerful search techniques that have been extensively used to solve difficult problems in a wide variety of disciplines. However, they can be very demanding in terms of computational resources. Parallel implementations of MOEAs (pMOEAs) provide con...
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| Veröffentlicht in: | Swarm and evolutionary computation Jg. 67; S. 100960 |
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| Hauptverfasser: | , , , |
| Format: | Journal Article |
| Sprache: | Englisch |
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Elsevier B.V
01.12.2021
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| ISSN: | 2210-6502 |
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| Abstract | Multi-Objective Evolutionary Algorithms (MOEAs) are powerful search techniques that have been extensively used to solve difficult problems in a wide variety of disciplines. However, they can be very demanding in terms of computational resources. Parallel implementations of MOEAs (pMOEAs) provide considerable gains regarding performance and scalability and, therefore, their relevance in tackling computationally expensive applications. This paper presents a survey of pMOEAs, describing a refined taxonomy, an up-to-date review of methods and the key contributions to the field. Furthermore, some of the open questions that require further research are also briefly discussed. |
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| AbstractList | Multi-Objective Evolutionary Algorithms (MOEAs) are powerful search techniques that have been extensively used to solve difficult problems in a wide variety of disciplines. However, they can be very demanding in terms of computational resources. Parallel implementations of MOEAs (pMOEAs) provide considerable gains regarding performance and scalability and, therefore, their relevance in tackling computationally expensive applications. This paper presents a survey of pMOEAs, describing a refined taxonomy, an up-to-date review of methods and the key contributions to the field. Furthermore, some of the open questions that require further research are also briefly discussed. |
| ArticleNumber | 100960 |
| Author | Falcón-Cardona, Jesús Guillermo Hernández Gómez, Raquel Coello Coello, Carlos A. Castillo Tapia, Ma. Guadalupe |
| Author_xml | – sequence: 1 givenname: Jesús Guillermo orcidid: 0000-0003-1131-098X surname: Falcón-Cardona fullname: Falcón-Cardona, Jesús Guillermo email: jfalcon@tec.mx organization: CINVESTAV-IPN, Department of Computer Science, Av. IPN No. 2508, Col. San Pedro Zacatenco, Mexico City, Mexico, 07300 – sequence: 2 givenname: Raquel surname: Hernández Gómez fullname: Hernández Gómez, Raquel email: rhernandez@computacion.cs.cinvestav.mx organization: CINVESTAV-IPN, Department of Computer Science, Av. IPN No. 2508, Col. San Pedro Zacatenco, Mexico City, Mexico, 07300 – sequence: 3 givenname: Carlos A. surname: Coello Coello fullname: Coello Coello, Carlos A. email: ccoello@cs.cinvestav.mx organization: CINVESTAV-IPN, Department of Computer Science, Av. IPN No. 2508, Col. San Pedro Zacatenco, Mexico City, Mexico, 07300 – sequence: 4 givenname: Ma. Guadalupe surname: Castillo Tapia fullname: Castillo Tapia, Ma. Guadalupe email: mgct@azc.uam.mx organization: UAM Azcapotzalco, Departamento de Administración, Av. San Pablo No. 180, Mexico City, Mexico, 02200 |
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