| Paper Abstract and Keywords |
| Presentation |
2025-03-13 16:45
A chaotic search method incorporating stochastic firing decision for Vehicle Routing Problem with Time Windows Takeshi Nakano, Nozomi Kotake, Kazuma Nakajima, Takafumi Matsuura, Takayuki Kimura (NIT) MSS2024-88 NLP2024-129 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
One of the solution methods for the Vehicle Routing Problem with Time Windows (VRPTW) is the chaotic search method.
The chaotic search method utilizes the chaotic dynamics generated by a chaotic neural network to search for high quality solutions.
However, the chaotic search method has a weakness in that the objective function value decreases rapidly during the early stages of the search process, limiting the search range in subsequent iterations.
To address this issue, we propose an enhanced chaotic search method incorporating stochastic firing determination.
By introducing stochastic firing determination, the proposed method expands the search space for finding good solution.
Numerical experiments using benchmark problems demonstrate that the proposed method outperforms conventional methods by achieving smaller objective function values and exhibiting superior performance. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Vehicle Routing Problems / Combinatorial optimization problems / Chaotic Search / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 124, no. 432, NLP2024-129, pp. 104-109, March 2025. |
| Paper # |
NLP2024-129 |
| Date of Issue |
2025-03-06 (MSS, NLP) |
| 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 |
MSS2024-88 NLP2024-129 |
| Conference Information |
| Committee |
NLP MSS |
| Conference Date |
2025-03-13 - 2025-03-14 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Miyakojima City Central Community Center |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
MSS, NLP, etc. |
| Paper Information |
| Registration To |
NLP |
| Conference Code |
2025-03-NLP-MSS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A chaotic search method incorporating stochastic firing decision for Vehicle Routing Problem with Time Windows |
| Sub Title (in English) |
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| Keyword(1) |
Vehicle Routing Problems |
| Keyword(2) |
Combinatorial optimization problems |
| Keyword(3) |
Chaotic Search |
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| 1st Author's Name |
Takeshi Nakano |
| 1st Author's Affiliation |
Nippon Institute of Technology (NIT) |
| 2nd Author's Name |
Nozomi Kotake |
| 2nd Author's Affiliation |
Nippon Institute of Technology (NIT) |
| 3rd Author's Name |
Kazuma Nakajima |
| 3rd Author's Affiliation |
Nippon Institute of Technology (NIT) |
| 4th Author's Name |
Takafumi Matsuura |
| 4th Author's Affiliation |
Nippon Institute of Technology (NIT) |
| 5th Author's Name |
Takayuki Kimura |
| 5th Author's Affiliation |
Nippon Institute of Technology (NIT) |
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| Speaker |
Author-1 |
| Date Time |
2025-03-13 16:45:00 |
| Presentation Time |
110 minutes |
| Registration for |
NLP |
| Paper # |
MSS2024-88, NLP2024-129 |
| Volume (vol) |
vol.124 |
| Number (no) |
no.431(MSS), no.432(NLP) |
| Page |
pp.104-109 |
| #Pages |
6 |
| Date of Issue |
2025-03-06 (MSS, NLP) |