| Presentation | 2018-10-18 An application of a differential evolution SHADE to multi-objective optimization problems Yuuichitou Ooto, Takayuki Kimura, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | An objective of the Multi-objective Optimization Problem is to nd the optimal Pareto solution under the situation that each objective function has trade-off relationship. The Evolutionary algorithms are often used to solve these problems because the algorithms successfully obtain various types of solutions. However, the algorithms cannot get a solution that has a extremely small/large value for each objective function. To overcome this problem, we propose in this report a new algorithm that searches each objective function using each EA method. Our proposed method also effectively expands the solutions to get wider Pareto solutions. Numerical simulations show that our proposed method has better performance than conventional methods such as SPEA2 and NSGA-II for the two objective optimization problems. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Evolutionary algorithm / Multi objective optimization problem / SHADE |
| Paper # | CAS2018-44,NLP2018-79 |
| Date of Issue | 2018-10-11 (CAS, NLP) |
| Conference Information | |
| Committee | CAS / NLP |
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| Conference Date | 2018/10/18(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tohoku Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Mathematical modeling, numerical simulation etc. |
| Chair | Hideaki Okazaki(Shonan Inst. of Tech.) / Norikazu Takahashi(Okayama Univ.) |
| Vice Chair | Taizo Yamawaki(Hitachi) / Hiroaki Kurokawa(Tokyo Univ. of Tech.) |
| Secretary | Taizo Yamawaki(Shonan Inst. of Tech.) / Hiroaki Kurokawa(Hitachi) |
| Assistant | Motoi Yamaguchi(Renesas Electronics) / Masayuki Kimura(Kyoto Univ.) / Yutaka Shimada(Saitama Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Circuits and Systems / Technical Committee on Nonlinear Problems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An application of a differential evolution SHADE to multi-objective optimization problems |
| Sub Title (in English) | |
| Keyword(1) | Evolutionary algorithm |
| Keyword(2) | Multi objective optimization problem |
| Keyword(3) | SHADE |
| 1st Author's Name | Yuuichitou Ooto |
| 1st Author's Affiliation | Nippon Institute of Technology(NIT) |
| 2nd Author's Name | Takayuki Kimura |
| 2nd Author's Affiliation | Nippon Institute of Technology(NIT) |
| Date | 2018-10-18 |
| Paper # | CAS2018-44,NLP2018-79 |
| Volume (vol) | vol.118 |
| Number (no) | CAS-242,NLP-243 |
| Page | pp.pp.39-44(CAS), pp.39-44(NLP), |
| #Pages | 6 |
| Date of Issue | 2018-10-11 (CAS, NLP) |