| Paper Abstract and Keywords |
| Presentation |
2023-03-10 15:50
Search Space Reduction using Neighborhood in Genetic Algorithm Natsumi Takahashi, Tetsushi Yuge (NDA), Tomoaki Akiba (CIT) R2022-54 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this study, we consider two-objective network design problem with all-terminal reliability and construction costs. There is a trade-off relation between reliability and costs. Therefore, we need to obtain Pareto solutions for network evaluation. However, multi-objective network requires much time to obtain Pareto solutions when the number of nodes or edges is large. To obtain the Pareto front in a reasonable time, previous study proposed an algorithm which used genetic algorithm (GA) to generate solutions. For solution search, we need to reduce the generation size and population size, because evaluating all-terminal reliability is computationally intractable. Therefore, we propose the search reduction algorithm using neighborhood. This process reflects Pareto solutions properties and superiority with parents solutions, and generates the next population effectively. Then, the accuracy of our proposed algorithm is evaluated by numerical experiments. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Multi-Objective Network / All-Terminal Reliability / Pareto Solutions / Genetic Algorithm / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 122, no. 420, R2022-54, pp. 37-40, March 2023. |
| Paper # |
R2022-54 |
| Date of Issue |
2023-03-03 (R) |
| ISSN |
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 |
R2022-54 |
| Conference Information |
| Committee |
R |
| Conference Date |
2023-03-10 - 2023-03-10 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Reliability General |
| Paper Information |
| Registration To |
R |
| Conference Code |
2023-03-R |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Search Space Reduction using Neighborhood in Genetic Algorithm |
| Sub Title (in English) |
|
| Keyword(1) |
Multi-Objective Network |
| Keyword(2) |
All-Terminal Reliability |
| Keyword(3) |
Pareto Solutions |
| Keyword(4) |
Genetic Algorithm |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Natsumi Takahashi |
| 1st Author's Affiliation |
National Defense Academy (NDA) |
| 2nd Author's Name |
Tetsushi Yuge |
| 2nd Author's Affiliation |
National Defense Academy (NDA) |
| 3rd Author's Name |
Tomoaki Akiba |
| 3rd Author's Affiliation |
Chiba Institute of Technology (CIT) |
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| Speaker |
Author-1 |
| Date Time |
2023-03-10 15:50:00 |
| Presentation Time |
25 minutes |
| Registration for |
R |
| Paper # |
R2022-54 |
| Volume (vol) |
vol.122 |
| Number (no) |
no.420 |
| Page |
pp.37-40 |
| #Pages |
4 |
| Date of Issue |
2023-03-03 (R) |