Paper Abstract and Keywords |
Presentation |
2012-03-27 16:55
Solving Multi-objective Optimization Problems Using Particle Swarm Optimization Methods with Switching by Chaotic Neurodynamics Toshihiro Tachibana, Masaharu Adachi (Tokyo Denki Univ.) NLP2011-150 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, a method for solving multi-objective optimization problems is proposed. The proposed method switches more than two particle swarm optimization (PSO) methods with switching by chaotic neurodynamics. It is based on previous work by the authors for switching only two methods. In the proposed switching of PSO methods, a switching algorithm for asymmetric traveling salesman problem (TSP) proposed by the authors is applied. The proposed method utilizes tabu effects with exponential decays using refractory effects of chaotic neurons in the network for determining the switching. The performance of the proposed method is equal to or better than that of the previous one. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Multi-objective optimization / Particle swarm optimization / Chaotic neural networks / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 111, no. 498, NLP2011-150, pp. 51-56, March 2012. |
Paper # |
NLP2011-150 |
Date of Issue |
2012-03-20 (NLP) |
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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NLP2011-150 |
Conference Information |
Committee |
NLP |
Conference Date |
2012-03-27 - 2012-03-28 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Fukue Cultural Hall |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
General |
Paper Information |
Registration To |
NLP |
Conference Code |
2012-03-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Solving Multi-objective Optimization Problems Using Particle Swarm Optimization Methods with Switching by Chaotic Neurodynamics |
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Multi-objective optimization |
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Particle swarm optimization |
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Chaotic neural networks |
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1st Author's Name |
Toshihiro Tachibana |
1st Author's Affiliation |
Tokyo Denki University (Tokyo Denki Univ.) |
2nd Author's Name |
Masaharu Adachi |
2nd Author's Affiliation |
Tokyo Denki University (Tokyo Denki Univ.) |
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Speaker |
Author-1 |
Date Time |
2012-03-27 16:55:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2011-150 |
Volume (vol) |
vol.111 |
Number (no) |
no.498 |
Page |
pp.51-56 |
#Pages |
6 |
Date of Issue |
2012-03-20 (NLP) |