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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2013.1
- 수록면
- 63 - 70 (8page)
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초록· 키워드
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Many real world optimization problems are discrete and multi-valued. Meta heuristics including Genetic Algorithm and Particle Swarm Optimization have been effectively used to solve these multi-valued optimization problems. However, extensive comparative study on the performance of these algorithms is still required. In this study, performance of these algorithms is evaluated with multi-modal and multi-dimensional test functions. From the experimental results, it is shown that Discrete Particle Swarm Optimization (DPSO) provides better and more reliable solutions among the considered algorithms. Also, additional experiments shows that solution quality of DPSO is not lowered significantly when bit size representing a solution increases. It means that bit representation of multi-valued discrete numbers provides reliable solutions instead of becoming barrier to performance of DPSO.
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참고문헌 (11)
참고문헌 신청
Goldberg, D.E. / 1985 / Alleles, Loci, and the TSP, Proceedings of the First International Conference on Genetic Algorithms / Lawrence Erlbaum Associates : 154 ~ 159
Hwachang Song / 2009 / Photovoltaic System Allocation Using Discrete Particle Swarm Optimization with Multi-level Quantization / Journal of Electrical Engineering & Techn
Kennedy, J. / 1995 / Particle Swarm Optimization / Proceeding of the 1995 IEEE International Conference on Neural Networks : 1942 ~ 1948
Kennedy, J. / 1997 / A Discrete Binary Version of the Particle Swarm Algorithm / IEEE International Conference on Systems, Man, and Cybernetics : 4104 ~ 4108
Laskari, E.C. / 2002 / Particle Swarm Optimization for Integer Programming / Proceedings of the IEEE 2002 Congress on Evolutionary Computations : 1582 ~ 1587
Hwachang Song / 2009 / Photovoltaic System Allocation Using Discrete Particle Swarm Optimization with Multi-level Quantization / Journal of Electrical Engineering & Techn
Kennedy, J. / 1995 / Particle Swarm Optimization / Proceeding of the 1995 IEEE International Conference on Neural Networks : 1942 ~ 1948
Kennedy, J. / 1997 / A Discrete Binary Version of the Particle Swarm Algorithm / IEEE International Conference on Systems, Man, and Cybernetics : 4104 ~ 4108
Laskari, E.C. / 2002 / Particle Swarm Optimization for Integer Programming / Proceedings of the IEEE 2002 Congress on Evolutionary Computations : 1582 ~ 1587
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