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A Hybrid Model based on Genetic Algorithm and Space-Filling Curve applied to Optimization of Vehicle RoutesMENDES, W. R.   , PEREIRA, F. G. , CAVALIERI, D. C. |
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Author keywords
vehicle routing, genetic algorithms, fractals, hybrid intelligent systems, computer applications
References keywords
problem(16), routing(14), vehicle(13), genetic(10), algorithm(9), research(6), windows(5), time(5), salesman(5), optimization(5)
Blue keywords are present in both the references section and the paper title.
About this article
Date of Publication: 2018-08-31
Volume 18, Issue 3, Year 2018, On page(s): 45 - 52
ISSN: 1582-7445, e-ISSN: 1844-7600
Digital Object Identifier: 10.4316/AECE.2018.03007
Web of Science Accession Number: 000442420900007
SCOPUS ID: 85052128618
Abstract
This work is the result of a real problem in the Sanitation Company of Espirito Santo (Companhia Espirito Santense de Saneamento), which owns a Geographic Information System, but lacks a mechanism to build routes to server customers that open in average 2148 services requests per day. Therefore, we propose a Hybrid Optimization Algorithm that combines Genetic Algorithm and Space-Filling Curves to solve the Vehicle Route Problem. We establish the validity of the hybrid algorithm by performing tests in two different benchmarks datasets. Our proposal reached an average result of 12.7 percent and 4.1 percent better than the previous solutions in the first and second datasets respectively. Also, we compare our solution and five other variations of Ant Colony Optimization Algorithm. The results show that our proposal is superior in some simulations and, when it was not superior, presented the second-best results for almost all instances. |
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[1] Experimental Characterization of Routing Protocols in Urban Vehicular Communication, Punia, Divya, Kumar, Rajender, Transport and Telecommunication Journal, ISSN 1407-6179, Issue 3, Volume 20, 2019.
Digital Object Identifier: 10.2478/ttj-2019-0019 [CrossRef]
[2] Design of Deep Reinforcement Learning Controller Through Data-assisted Model for Robotic Fish Speed Tracking, Duraisamy, Palmani, Nagarajan Santhanakrishnan, Manigandan, Rengarajan, Amirtharajan, Journal of Bionic Engineering, ISSN 1672-6529, Issue 3, Volume 20, 2023.
Digital Object Identifier: 10.1007/s42235-022-00309-7 [CrossRef]
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Faculty of Electrical Engineering and Computer Science
Stefan cel Mare University of Suceava, Romania
All rights reserved: Advances in Electrical and Computer Engineering is a registered trademark of the Stefan cel Mare University of Suceava. No part of this publication may be reproduced, stored in a retrieval system, photocopied, recorded or archived, without the written permission from the Editor. When authors submit their papers for publication, they agree that the copyright for their article be transferred to the Faculty of Electrical Engineering and Computer Science, Stefan cel Mare University of Suceava, Romania, if and only if the articles are accepted for publication. The copyright covers the exclusive rights to reproduce and distribute the article, including reprints and translations.
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Faculty of Electrical Engineering and Computer Science
Stefan cel Mare University of Suceava, Romania
All rights reserved: Advances in Electrical and Computer Engineering is a registered trademark of the Stefan cel Mare University of Suceava. No part of this publication may be reproduced, stored in a retrieval system, photocopied, recorded or archived, without the written permission from the Editor. When authors submit their papers for publication, they agree that the copyright for their article be transferred to the Faculty of Electrical Engineering and Computer Science, Stefan cel Mare University of Suceava, Romania, if and only if the articles are accepted for publication. The copyright covers the exclusive rights to reproduce and distribute the article, including reprints and translations.
Permission for other use: The copyright owner's consent does not extend to copying for general distribution, for promotion, for creating new works, or for resale. Specific written permission must be obtained from the Editor for such copying. Direct linking to files hosted on this website is strictly prohibited.
Disclaimer: Whilst every effort is made by the publishers and editorial board to see that no inaccurate or misleading data, opinions or statements appear in this journal, they wish to make it clear that all information and opinions formulated in the articles, as well as linguistic accuracy, are the sole responsibility of the author.
