Multi-objective optimization of urban road intersection signal timing based on particle swarm optimization algorithm

Currently, signal control mode is the main control method of urban road intersections. Given that the traffic efficiency of road intersections is mainly affected by signal timing schemes, it is important to optimize signal timing at road intersections. Therefore, signal timing optimization methods o...

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Main Authors: Hongfei Jia, Yu Lin, Qingyu Luo, Yongxing Li, Hongzhi Miao
Format: Article
Language:English
Published: SAGE Publishing 2019-04-01
Series:Advances in Mechanical Engineering
Online Access:https://doi.org/10.1177/1687814019842498
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spelling doaj-ee2ca286d10143f1a1a2734bfa1529e62020-11-25T02:23:02ZengSAGE PublishingAdvances in Mechanical Engineering1687-81402019-04-011110.1177/1687814019842498Multi-objective optimization of urban road intersection signal timing based on particle swarm optimization algorithmHongfei Jia0Yu Lin1Qingyu Luo2Yongxing Li3Hongzhi Miao4School of transportation, Jilin University, Changchun, ChinaSchool of transportation, Jilin University, Changchun, ChinaSchool of transportation, Jilin University, Changchun, ChinaSchool of Civil and Environmental Engineering, Nanyang Technological University, Nanyang Avenue, SingaporeSchool of transportation, Jilin University, Changchun, ChinaCurrently, signal control mode is the main control method of urban road intersections. Given that the traffic efficiency of road intersections is mainly affected by signal timing schemes, it is important to optimize signal timing at road intersections. Therefore, signal timing optimization methods of urban road intersections are explored in this work. When optimizing the timing of the signal at the intersections, the selection of optimization targets play an important role. At present, there are multiple objectives considered while designing signal timing scheme, including capacity, delays, and automobile exhaust. However, from the perspective of the traveler, they are more concerned about their own delay while passing intersections. In this work, we propose a novel multi-objective signal timing optimization model with goals of per capita delay, vehicle emissions, and intersection capacity. Considering the problem characteristics of the target problem, a meta-heuristic algorithm combining difference operator, which is based on Particle Swarm Optimization Algorithm, is developed. To test the validity of proposed approach, we applied it to real-world intersection signal timing problems in China. The results show that the optimized signal timing scheme obtained by the proposed algorithm is better than the realistic one. Also, the effectiveness of the developed algorithm is demonstrated by comparing it with other efficient algorithms.https://doi.org/10.1177/1687814019842498
collection DOAJ
language English
format Article
sources DOAJ
author Hongfei Jia
Yu Lin
Qingyu Luo
Yongxing Li
Hongzhi Miao
spellingShingle Hongfei Jia
Yu Lin
Qingyu Luo
Yongxing Li
Hongzhi Miao
Multi-objective optimization of urban road intersection signal timing based on particle swarm optimization algorithm
Advances in Mechanical Engineering
author_facet Hongfei Jia
Yu Lin
Qingyu Luo
Yongxing Li
Hongzhi Miao
author_sort Hongfei Jia
title Multi-objective optimization of urban road intersection signal timing based on particle swarm optimization algorithm
title_short Multi-objective optimization of urban road intersection signal timing based on particle swarm optimization algorithm
title_full Multi-objective optimization of urban road intersection signal timing based on particle swarm optimization algorithm
title_fullStr Multi-objective optimization of urban road intersection signal timing based on particle swarm optimization algorithm
title_full_unstemmed Multi-objective optimization of urban road intersection signal timing based on particle swarm optimization algorithm
title_sort multi-objective optimization of urban road intersection signal timing based on particle swarm optimization algorithm
publisher SAGE Publishing
series Advances in Mechanical Engineering
issn 1687-8140
publishDate 2019-04-01
description Currently, signal control mode is the main control method of urban road intersections. Given that the traffic efficiency of road intersections is mainly affected by signal timing schemes, it is important to optimize signal timing at road intersections. Therefore, signal timing optimization methods of urban road intersections are explored in this work. When optimizing the timing of the signal at the intersections, the selection of optimization targets play an important role. At present, there are multiple objectives considered while designing signal timing scheme, including capacity, delays, and automobile exhaust. However, from the perspective of the traveler, they are more concerned about their own delay while passing intersections. In this work, we propose a novel multi-objective signal timing optimization model with goals of per capita delay, vehicle emissions, and intersection capacity. Considering the problem characteristics of the target problem, a meta-heuristic algorithm combining difference operator, which is based on Particle Swarm Optimization Algorithm, is developed. To test the validity of proposed approach, we applied it to real-world intersection signal timing problems in China. The results show that the optimized signal timing scheme obtained by the proposed algorithm is better than the realistic one. Also, the effectiveness of the developed algorithm is demonstrated by comparing it with other efficient algorithms.
url https://doi.org/10.1177/1687814019842498
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AT yulin multiobjectiveoptimizationofurbanroadintersectionsignaltimingbasedonparticleswarmoptimizationalgorithm
AT qingyuluo multiobjectiveoptimizationofurbanroadintersectionsignaltimingbasedonparticleswarmoptimizationalgorithm
AT yongxingli multiobjectiveoptimizationofurbanroadintersectionsignaltimingbasedonparticleswarmoptimizationalgorithm
AT hongzhimiao multiobjectiveoptimizationofurbanroadintersectionsignaltimingbasedonparticleswarmoptimizationalgorithm
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