Ant colony algorithm for traffic signal timing optimization

被引:51
|
作者
He, Jiajia [1 ]
Hou, Zaien [2 ]
机构
[1] Shaanxi Univ Sci & Technol, Coll Elect & Informat Engn, Xian 710021, Peoples R China
[2] Shaanxi Univ Sci & Technol, Coll Sci, Xian 710021, Peoples R China
关键词
Signal timing optimization; Ant colony algorithm (ACA); Webster algorithm; Time delay; Number of stops; Traffic capacity;
D O I
10.1016/j.advengsoft.2011.09.002
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In order to separate the conflict of the traffic flow effectively, time delay, number of stops and traffic capacity are chosen as performance indexes, and the objective function related to the cycle time and the saturation of an intersection is established by using the weighting coefficients. Then, based on the uncertainty and convergence analysis of ant colony algorithm (ACA), computational experiments are conducted and numerical comparisons are made for the values of performance indexes achieved by the signal timing optimization problem with Webster algorithm, genetic algorithm (GA) and ACA. Numerical results show that ACA is a simple and feasible method for signal timing optimization problems. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:14 / 18
页数:5
相关论文
共 50 条
  • [1] Traffic Signal Optimization Using Ant Colony Algorithm
    Renfrew, David
    Yu, Xiao-Hua
    2012 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2012,
  • [2] Traffic flow forecasting and signal timing research based on ant colony algorithm
    Ma, Wenge
    Yan, Yan
    Geng, Dayong
    ICIC Express Letters, 2010, 4 (5 B): : 1925 - 1930
  • [3] On Signal Timing Optimization in Isolated Intersection Based on the Improved Ant Colony Algorithm
    Min, Huang
    PARALLEL ARCHITECTURE, ALGORITHM AND PROGRAMMING, PAAP 2017, 2017, 729 : 439 - 443
  • [4] Ant Colony Optimization for Multi-phase Traffic Signal Control
    Shih, Pang-Shi
    Liu, Sophia
    Yu, Xiao-Hua
    2022 IEEE 7th International Conference on Intelligent Transportation Engineering, ICITE 2022, 2022, : 517 - 521
  • [5] Ant Colony Optimization for Multi-phase Traffic Signal Control
    Shih, Pang-Shi
    Liu, Sophia
    Yu, Xiao-Hua
    2022 IEEE 7TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION ENGINEERING, ICITE, 2022, : 517 - 521
  • [6] Comparing Ant Colony Optimization and Genetic Algorithm Approaches for Solving Traffic Signal Coordination under Oversaturation Conditions
    Putha, Rahul
    Quadrifoglio, Luca
    Zechman, Emily
    COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING, 2012, 27 (01) : 14 - 28
  • [7] A New Fast Ant Colony Optimization Algorithm: The Saltatory Evolution Ant Colony Optimization Algorithm
    Li, Shugang
    Wei, Yanfang
    Liu, Xin
    Zhu, He
    Yu, Zhaoxu
    MATHEMATICS, 2022, 10 (06)
  • [8] Ant colony optimization algorithm with Internet of Vehicles for intelligent traffic control system
    Kumar, Priyan Malarvizhi
    Devi, Usha G.
    Manogaran, Gunasekaran
    Sundarasekar, Revathi
    Chilamkurti, Naveen
    Varatharajan, Ramachandran
    COMPUTER NETWORKS, 2018, 144 : 154 - 162
  • [9] An Inverted Ant Colony Optimization approach to traffic
    Dias, Jose Capela
    Machado, Penousal
    Silva, Daniel Castro
    Abreu, Pedro Henriques
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2014, 36 : 122 - 133
  • [10] Parallel ant colony optimization algorithm
    Liu, Hong
    Li, Ping
    Wen, Yu
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 3222 - +