Differential evolution with improved sub-route reversal repair mechanism for multiobjective urban transit routing problem

The urban transit routing problem (UTRP) deals with public transport systems in determining a set of efficient transit routes on existing road networks to meet transit demands. The UTRP is a complex combinatorial optimization problem characterized with a large search space, multi-constraint, and mul...

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Main Authors: Tarajo, Buba Ahmed, Lee, Lai Soon
Format: Article
Language:English
Published: American Institute of Mathematical Sciences 2018
Online Access:http://psasir.upm.edu.my/id/eprint/72300/1/Differential%20evolution%20with%20improved%20sub-route%20reversal%20repair%20mechanism%20.pdf
http://psasir.upm.edu.my/id/eprint/72300/
https://www.aimsciences.org/article/doi/10.3934/naco.2018023
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spelling my.upm.eprints.723002020-05-03T04:10:06Z http://psasir.upm.edu.my/id/eprint/72300/ Differential evolution with improved sub-route reversal repair mechanism for multiobjective urban transit routing problem Tarajo, Buba Ahmed Lee, Lai Soon The urban transit routing problem (UTRP) deals with public transport systems in determining a set of efficient transit routes on existing road networks to meet transit demands. The UTRP is a complex combinatorial optimization problem characterized with a large search space, multi-constraint, and multiobjective nature where the likelihood of generating infeasible route sets is high. In this paper, an improved sub-route reversal repair mechanism is proposed to deal with the infeasibility. A population-based metaheuristic, namely, Differential Evolution (DE) algorithm is then proposed to handle the multiobjective UTRP with the aim of devising an efficient transit route network that optimizes both passengers' and operators' costs. Computational experiments are performed on well-known benchmark instances to evaluate the effectiveness of the proposed repair mechanism and the DE algorithm. The computational results are reported to have better parameter values in most cases when compared to other approaches in the literature. American Institute of Mathematical Sciences 2018 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/72300/1/Differential%20evolution%20with%20improved%20sub-route%20reversal%20repair%20mechanism%20.pdf Tarajo, Buba Ahmed and Lee, Lai Soon (2018) Differential evolution with improved sub-route reversal repair mechanism for multiobjective urban transit routing problem. Numerical Algebra, Control and Optimization, 8 (3). 351 - 376. ISSN 2155-3289; ESSN: 2155-3297 https://www.aimsciences.org/article/doi/10.3934/naco.2018023 10.3934/naco.2018023
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description The urban transit routing problem (UTRP) deals with public transport systems in determining a set of efficient transit routes on existing road networks to meet transit demands. The UTRP is a complex combinatorial optimization problem characterized with a large search space, multi-constraint, and multiobjective nature where the likelihood of generating infeasible route sets is high. In this paper, an improved sub-route reversal repair mechanism is proposed to deal with the infeasibility. A population-based metaheuristic, namely, Differential Evolution (DE) algorithm is then proposed to handle the multiobjective UTRP with the aim of devising an efficient transit route network that optimizes both passengers' and operators' costs. Computational experiments are performed on well-known benchmark instances to evaluate the effectiveness of the proposed repair mechanism and the DE algorithm. The computational results are reported to have better parameter values in most cases when compared to other approaches in the literature.
format Article
author Tarajo, Buba Ahmed
Lee, Lai Soon
spellingShingle Tarajo, Buba Ahmed
Lee, Lai Soon
Differential evolution with improved sub-route reversal repair mechanism for multiobjective urban transit routing problem
author_facet Tarajo, Buba Ahmed
Lee, Lai Soon
author_sort Tarajo, Buba Ahmed
title Differential evolution with improved sub-route reversal repair mechanism for multiobjective urban transit routing problem
title_short Differential evolution with improved sub-route reversal repair mechanism for multiobjective urban transit routing problem
title_full Differential evolution with improved sub-route reversal repair mechanism for multiobjective urban transit routing problem
title_fullStr Differential evolution with improved sub-route reversal repair mechanism for multiobjective urban transit routing problem
title_full_unstemmed Differential evolution with improved sub-route reversal repair mechanism for multiobjective urban transit routing problem
title_sort differential evolution with improved sub-route reversal repair mechanism for multiobjective urban transit routing problem
publisher American Institute of Mathematical Sciences
publishDate 2018
url http://psasir.upm.edu.my/id/eprint/72300/1/Differential%20evolution%20with%20improved%20sub-route%20reversal%20repair%20mechanism%20.pdf
http://psasir.upm.edu.my/id/eprint/72300/
https://www.aimsciences.org/article/doi/10.3934/naco.2018023
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