| Presentation | 2017-08-11 A Study on Dynamic Grouping Schemes in Co-evolutional Particle Swarm Optimizers Ryosuke Kikkawa, Hidehiro Nakano, Arata Miyauchi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Particle Swarm Optimization (PSO) is one of optimization algorithms that imitate the behavior of organisms in a swarm. In solving high-dimensional optimization problems with many design variables, the search performance of PSO significantly decreases. As a method to improve such problems, co-evolutionary PSO algorithms have been proposed. In the algorithms, a particle swarm is divided into plural sub-swarms, and each sub-swarm searches partial solutions in partial search space. In this paper, we propose a method to reconstruct partial search space dynamically based on deterministic rules. In the numerical experiments by using some benchmark problems, the performance of the proposed method is evaluated. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | PSO / co-evolution algorithm |
| Paper # | CCS2017-17 |
| Date of Issue | 2017-08-03 (CCS) |
| Conference Information | |
| Committee | CCS |
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| Conference Date | 2017/8/10(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Bibai Onsen Yu-rinkan |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Network Science, etc. |
| Chair | Naoki Wakamiya(Osaka Univ.) |
| Vice Chair | Mikio Hasegawa(Tokyo Univ. of Science) / Makoto Naruse(NICT) |
| Secretary | Mikio Hasegawa(Osaka Univ.) / Makoto Naruse(Tokyo City Univ.) |
| Assistant | Chisa Takano(Hirishima City Univ.) / Takashi Shimada(Univ. of Tokyo) / Tomoya Suzuki(Ibaraki Univ.) / Ryo Takahashi(AUT) |
| Paper Information | |
| Registration To | Technical Committee on Complex Communication Sciences |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study on Dynamic Grouping Schemes in Co-evolutional Particle Swarm Optimizers |
| Sub Title (in English) | |
| Keyword(1) | PSO |
| Keyword(2) | co-evolution algorithm |
| 1st Author's Name | Ryosuke Kikkawa |
| 1st Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
| 2nd Author's Name | Hidehiro Nakano |
| 2nd Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
| 3rd Author's Name | Arata Miyauchi |
| 3rd Author's Affiliation | Tokyo City University(Tokyo City Univ.) |
| Date | 2017-08-11 |
| Paper # | CCS2017-17 |
| Volume (vol) | vol.117 |
| Number (no) | CCS-173 |
| Page | pp.pp.43-46(CCS), |
| #Pages | 4 |
| Date of Issue | 2017-08-03 (CCS) |