| Paper Abstract and Keywords |
| Presentation |
2022-01-22 13:15
A study on performance of local search methods for Electric Vehicle Routing Problem with Time Windows Jun Adachi, Takafumi Matsuura, Takayuki Kimura (NIT) NLP2021-104 MICT2021-79 MBE2021-65 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
The rapid increase of delivery goods and shortage of drivers causes the construction of efficient delivery routes that minimize vehicle usage and their total distance in the transportation companies. Furthermore, using electric vehicles that reduce CO2 emissions enables us to make future echo society. From these viewpoints, recent studies on solving vehicle routing problems used electric vehicles, constructing the electric vehicle routing problems with time windows. As a solving method for the electric vehicle routing problems with time windows, Adaptive Large Neighborhood Search(ALNS) that probabilistically uses several local search methods has been proposed. ALNS algorithm assigns a score to each local method and selects one of these local methods by using preferential probability based on improving rates of the current solution and scores. In this work, we analyze the time-series of these scores, and we used the approximated values of scores instead of original ones. Numerical simulations then illustrate that the searching process and the computational complexity are reduced using the approximated functions. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Electric Vehicle Routing Problems with Time Window / Combinatorial optimization problems / Metaheuristics / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 121, no. 335, NLP2021-104, pp. 143-148, Jan. 2022. |
| Paper # |
NLP2021-104 |
| Date of Issue |
2022-01-14 (NLP, MICT, MBE) |
| 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 |
NLP2021-104 MICT2021-79 MBE2021-65 |
| Conference Information |
| Committee |
NLP MICT MBE NC |
| Conference Date |
2022-01-21 - 2022-01-23 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
NLP |
| Conference Code |
2022-01-NLP-MICT-MBE-NC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A study on performance of local search methods for Electric Vehicle Routing Problem with Time Windows |
| Sub Title (in English) |
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| Keyword(1) |
Electric Vehicle Routing Problems with Time Window |
| Keyword(2) |
Combinatorial optimization problems |
| Keyword(3) |
Metaheuristics |
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| 1st Author's Name |
Jun Adachi |
| 1st Author's Affiliation |
Nippon Institute of Technology (NIT) |
| 2nd Author's Name |
Takafumi Matsuura |
| 2nd Author's Affiliation |
Nippon Institute of Technology (NIT) |
| 3rd Author's Name |
Takayuki Kimura |
| 3rd Author's Affiliation |
Nippon Institute of Technology (NIT) |
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| Speaker |
Author-1 |
| Date Time |
2022-01-22 13:15:00 |
| Presentation Time |
25 minutes |
| Registration for |
NLP |
| Paper # |
NLP2021-104, MICT2021-79, MBE2021-65 |
| Volume (vol) |
vol.121 |
| Number (no) |
no.335(NLP), no.336(MICT), no.337(MBE) |
| Page |
pp.143-148 |
| #Pages |
6 |
| Date of Issue |
2022-01-14 (NLP, MICT, MBE) |