Paper Abstract and Keywords |
Presentation |
2010-06-19 15:10
The Influence of Network Structure of Deterministic PSO Systems Kenya Jin'no (Nippon Inst. of Tech.) NLP2010-19 NC2010-19 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
A particle swarm optimization (PSO) system is one of the powerful systems for solving global optimization problems.
The PSO algorithm can search an optimal value of a given evaluation function quickly compared with other proposed meta-heuristics algorithms.
The conventional PSO system contains some random factors, therefore, the dynamics of the system can be regarded as stochastic dynamical systems.
In order to analyze the dynamics rigorously, some papers pay attention to deterministic PSO systems which does not contain any stochastic factors. According to these results, the eigenvalues of the system impinge on the dynamics of the particles. Depending on the parameter, the searching ability of the deterministic PSO is decreased. In order to overcome this, we propose a canonical deterministic PSO which can control its eigenvalues easily, and can improve the searching ability. We confirmed relation between the eigenvalues and the searching ability of the optimal value from some numerical experiments. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
PSO / deterministic / eigenvalue / graph / average distance / / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 82, NLP2010-19, pp. 151-156, June 2010. |
Paper # |
NLP2010-19 |
Date of Issue |
2010-06-11 (NLP, 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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NLP2010-19 NC2010-19 |
Conference Information |
Committee |
NC NLP IPSJ-BIO |
Conference Date |
2010-06-18 - 2010-06-19 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Ryukyu-daigaku-gozyu-syunen-kinenn-kaikan |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Machine Learning for bio-datamining |
Paper Information |
Registration To |
NLP |
Conference Code |
2010-06-NC-NLP-BIO |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
The Influence of Network Structure of Deterministic PSO Systems |
Sub Title (in English) |
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PSO |
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deterministic |
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eigenvalue |
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graph |
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average distance |
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1st Author's Name |
Kenya Jin'no |
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Nippon Institute of Technology (Nippon Inst. of Tech.) |
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Speaker |
Author-1 |
Date Time |
2010-06-19 15:10:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2010-19, NC2010-19 |
Volume (vol) |
vol.110 |
Number (no) |
no.82(NLP), no.83(NC) |
Page |
pp.151-156 |
#Pages |
6 |
Date of Issue |
2010-06-11 (NLP, NC) |
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