Paper Abstract and Keywords |
Presentation |
2011-03-08 14:10
The Search Performance of Multiple Particle Swarm Optimizers with Inertia Weight with Diversive Curiosity Hong Zhang (K.I.T.) NC2010-177 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper we propose a newly multiple particle swarm optimizers with inertia weight with diversive curiosity (MPSOIW$\alpha$/DC) for improving the search performance of a plain particle swarm optimizer with inertia curiosity (PSOIW). It has the following outstanding features: (1) Implementing plural PSOIWs in parallel to search, (2) Implementing a localized random search to correct solutions for each PSOIW search, and (3) Introducing curiosity into the multi-swarm to alleviate stagnation. For investigating the search characteristics of the proposal, computer experiments on a suite of 5-dimensional benchmark problems are carried out. The obtained results indicate that the search performance of the MPSOIW${}^{\ast}\alpha$/DC using the optimal PSOIW is superior to the PSOIW/DC, EPSOIW, PSOIW, OPSO, and RGA/E for dealing with the given problems. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
cooperative particle swarm optimization / particle swarm optimizer with inertia weight / curiosity / hybrid search / swarm intelligence / / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 461, NC2010-177, pp. 295-300, March 2011. |
Paper # |
NC2010-177 |
Date of Issue |
2011-02-28 (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) |
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NC2010-177 |
Conference Information |
Committee |
NC MBE |
Conference Date |
2011-03-07 - 2011-03-09 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Tamagawa University |
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(See Japanese page) |
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Paper Information |
Registration To |
NC |
Conference Code |
2011-03-NC-MBE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
The Search Performance of Multiple Particle Swarm Optimizers with Inertia Weight with Diversive Curiosity |
Sub Title (in English) |
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Keyword(1) |
cooperative particle swarm optimization |
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particle swarm optimizer with inertia weight |
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curiosity |
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hybrid search |
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swarm intelligence |
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1st Author's Name |
Hong Zhang |
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Kyushu Institute of Technology (K.I.T.) |
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Speaker |
Author-1 |
Date Time |
2011-03-08 14:10:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
NC2010-177 |
Volume (vol) |
vol.110 |
Number (no) |
no.461 |
Page |
pp.295-300 |
#Pages |
6 |
Date of Issue |
2011-02-28 (NC) |
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