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| Presentation | 2009-03-12 16:05 Effects of Canonical Particle Swarm Optimizer with Diversive Curiosity Hong Zhang, Masumi Ishikawa (Kyushu Inst. of Tech.)  NC2008-137 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | This paper proposes a new method, named Canonical Particle Swarm Optimizer with Diversive Curiosity (CPSO/DC), which is expected to improve the search performance of CPSO. A key idea here is to introduce an internal indicator representing diversive curiosity into CPSO for preventing premature convergence and stagnation. To demonstrate the effectiveness of the proposed method, computer experiments on a suite of 5-dimensional benchmark problems are carried out. We investigate the characteristics of CPSO/DC, and compare its search performance with other methods such as CPSO, ECPSO, and RGA/E. The obtained results indicate that the search performance of CPSO/DC is superior to that by CPSO, ECPSO, and RGA/E (except for the Rastrigin problem). | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | canonical particle swarm optimizer / evolutionary particle swarm optimization / real-coded genetic algorithm / exploitation-exploration / curiosity / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 108, no. 480, NC2008-137, pp. 201-206, March 2009. | |
| Paper # | NC2008-137 | |
| Date of Issue | 2009-03-04 (NC) | |
| ISSN | Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | NC2008-137 |
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| Conference Information | |
| Committee | NC MBE |
| Conference Date | 2009-03-11 - 2009-03-13 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tamagawa Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2009-03-NC-MBE |
| Language | English (Japanese title is available) |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Effects of Canonical Particle Swarm Optimizer with Diversive Curiosity |
| Sub Title (in English) | |
| Keyword(1) | canonical particle swarm optimizer |
| Keyword(2) | evolutionary particle swarm optimization |
| Keyword(3) | real-coded genetic algorithm |
| Keyword(4) | exploitation-exploration |
| Keyword(5) | curiosity |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Hong Zhang |
| 1st Author's Affiliation | Kyushu Institute of Technology (Kyushu Inst. of Tech.) |
| 2nd Author's Name | Masumi Ishikawa |
| 2nd Author's Affiliation | Kyushu Institute of Technology (Kyushu Inst. of Tech.) |
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| Speaker | Author-1 |
| Date Time | 2009-03-12 16:05:00 |
| Presentation Time | 25 minutes |
| Registration for | NC |
| Paper # | NC2008-137 |
| Volume (vol) | vol.108 |
| Number (no) | no.480 |
| Page | pp.201-206 |
| #Pages | 6 |
| Date of Issue | 2009-03-04 (NC) |
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