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Abstract: This paper introduces a proposal to extend the heuristic called "particle swarm optimization" (PSO) to deal with multiobjective optimization problems. Our approach uses the concept of Pareto dominance to determine the flight direction of a particle and it maintains previously found nondominated vectors in a global repository that is later used by other particles to guide their own flight. The approach is validated using several standard test functions from the specialized literature. Our... (Update)
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BibTeX entry: (Update)
C.A.C. Coello and M.S. Lechunga. MOPSO: A Proposal for Multiple Objective Particle Swarm Optimization. Computational Intelligence, Hawaii, May 12-17, 2002. IEEE Press. http://citeseer.ist.psu.edu/coello02mopso.html More
@misc{ coello02mopso,
author = "C. Coello and M. Lechunga",
title = "{MOPSO}: A Proposal for Multiple Objective Particle Swarm Optimization",
note = "Computational Intelligence, Hawaii, May 12-17, 2002. IEEE Press.",
year = "2002",
url = "citeseer.ist.psu.edu/coello02mopso.html" }
Citations (may not include all citations):148 An Investigation of Niche and Species Formation in Genetic F.. (context) - Deb, Goldberg - 1989
99 Comparison of Multiobjective Evolutionary Algorithms: Empiri.. - Zitzler, Deb et al. - 2000
73 Swarm Intelligence (context) - Kennedy, Eberhart - 2001
66 Approximating the Nondominated Front Using the Pareto Archiv.. - Knowles, Corne - 2000
59 A Fast Elitist Non-Dominated Sorting Genetic Algorithm for M.. - Deb, Agrawal et al. - 2000
47 Evolutionary Algorithms for Solving Multi-Objective Problems (context) - Coello, Van Veldhuizen et al. - 2002
37 Multiple Objective Optimization with Vector Evaluated Geneti.. (context) - Scha - 1984
22 Multi-Objective Genetic Algorithms: Problem Diculties and Co.. (context) - Deb - 1999
10 AddisonWesley Publishing Company (context) - Goldberg, in et al. - 1989
6 Multiobjective Design Optimization by an Evolutionary Algori.. (context) - Ray, Kang et al. - 2002
5 Coello Coello and Gregorio Toscano Pulido (context) - Carlos - 2001
1 Application of Particle Swarm to Multiobjective Optimization - Moore, Chapman - 1999
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