Presentation | 2016-08-20 The Performance Verification of Particle Swarm Optimizer with Sensors Hiroshi Sho, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | For improving the search performance of basic particle swarm optimizers in dynamic environments, in this paper, we propose three methods of particle swarm optimizer with sensors(PSOS), particle swarm optimizer with inertia weight(PSOIWS), and canonical particle swarm optimizer with sensors(CPSOS), respectively. The key idea, here, is to obtain the varying solutions by the search information of particle swarm optimizer and the sensing information of sensors. According to this, the proposal leads to the improvement of search and tracking ability to the varying solutions, it is possible to solve the dynamic optimization problem efficiently. Duo to examine the tracking performance and features of different particle swarm optimizers with sensors, changing the configuration paraments (number, sensing distance) of the sensors for confirming the performance change of them. Based on the experimental results obtained, significant search and tracking capabilities of the proposed methods. i.e. PSOIWS and CPSOS, are shown. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | swarm intelligence / particle swarm optimization / sensor / tracking performance / cumulative fitness |
Paper # | HCS2016-52 |
Date of Issue | 2016-08-12 (HCS) |
Conference Information | |
Committee | HCS |
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Conference Date | 2016/8/19(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Yukiko Nakano(Seikei Univ.) |
Vice Chair | Nobuyuki Watanabe(Kanazawa Inst. of Tech.) / Tomoo Inoue(Univ. of Tsukuba) |
Secretary | Nobuyuki Watanabe(Ritsumeikan Univ.) / Tomoo Inoue(Osaka Electro-Comm. Univ.) |
Assistant | Ryo Ishii(NTT) / Kazuki Takashima(Tohoku Univ.) / Ken Fujiwara(Osaka Univ. of Economic) |
Paper Information | |
Registration To | Technical Committee on Human Communication Science |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | The Performance Verification of Particle Swarm Optimizer with Sensors |
Sub Title (in English) | |
Keyword(1) | swarm intelligence |
Keyword(2) | particle swarm optimization |
Keyword(3) | sensor |
Keyword(4) | tracking performance |
Keyword(5) | cumulative fitness |
1st Author's Name | Hiroshi Sho |
1st Author's Affiliation | kyushu Institute of Technology(KyuTech) |
Date | 2016-08-20 |
Paper # | HCS2016-52 |
Volume (vol) | vol.116 |
Number (no) | HCS-185 |
Page | pp.pp.121-126(HCS), |
#Pages | 6 |
Date of Issue | 2016-08-12 (HCS) |