Paper Abstract and Keywords |
Presentation |
2018-04-27 16:10
An ABC Algorithm with Improvement of Tracking Performance to Solutions in Dynamic Optimization Problems Masato Omika, Hidehiro Nakano, Arata Miyauchi (Tokyo City Univ.) NLP2018-26 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We propose an ABC algorithm to dynamic optimization problems in this article. The proposed method makes the following two improvements against existing ABC algorithms, in order to enhance tracking performance for dynamical changing solutions. First, we change selection of search points in local search phase from roulette selection to greedy selection. By doing this, it can track dynamical changing solutions faster. Also, we change selection of search points in stochastic search phase where the search stagnation occurs from a method of using stagnation counters to a method based on evaluation value ranking. By doing this, it can suppress excessive relocation for search points existing in near optimum solutions. We perform numeric experiments, and confirm effectiveness of the proposed method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Optimization Problem / Dynamic Optimization Problem / Artificial Bee Colony Algorithm / Swarm intelligence / Metaheuristics / / / |
Reference Info. |
IEICE Tech. Rep., vol. 118, no. 15, NLP2018-26, pp. 127-131, April 2018. |
Paper # |
NLP2018-26 |
Date of Issue |
2018-04-19 (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) |
Download PDF |
NLP2018-26 |
Conference Information |
Committee |
NLP |
Conference Date |
2018-04-26 - 2018-04-27 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Kumaoto Univ. |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Discrete Dynamical Systems, Sequences, etc |
Paper Information |
Registration To |
NLP |
Conference Code |
2018-04-NLP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
An ABC Algorithm with Improvement of Tracking Performance to Solutions in Dynamic Optimization Problems |
Sub Title (in English) |
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Keyword(1) |
Optimization Problem |
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Dynamic Optimization Problem |
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Artificial Bee Colony Algorithm |
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Swarm intelligence |
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Metaheuristics |
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1st Author's Name |
Masato Omika |
1st Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
2nd Author's Name |
Hidehiro Nakano |
2nd Author's Affiliation |
Tokyo City University (Tokyo City Univ.) |
3rd Author's Name |
Arata Miyauchi |
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Tokyo City University (Tokyo City Univ.) |
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Speaker |
Author-1 |
Date Time |
2018-04-27 16:10:00 |
Presentation Time |
25 minutes |
Registration for |
NLP |
Paper # |
NLP2018-26 |
Volume (vol) |
vol.118 |
Number (no) |
no.15 |
Page |
pp.127-131 |
#Pages |
5 |
Date of Issue |
2018-04-19 (NLP) |
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