A genetic timing scheduling model for urban traffic signal control

被引:15
|
作者
Wang, Huan [1 ]
Hu, Po [2 ]
Wang, Hao [3 ]
机构
[1] Huazhong Agr Univ, Coll Informat, Wuhan, Peoples R China
[2] Cent China Normal Univ, Sch Comp, Wuhan, Peoples R China
[3] Chongqing Univ Posts & Telecommun, Coll Comp Sci & Technol, Chongqing, Peoples R China
基金
中国国家自然科学基金;
关键词
Traffic signal control; Urban road network; Control; Intersection; Traffic flow; PARTICLE SWARM OPTIMIZATION; ALGORITHM; MANAGEMENT;
D O I
10.1016/j.ins.2021.06.082
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
As urban traffic condition is diverse and complicated, maximizing the use of urban traffic signal control system to solve traffic issues becomes one of the hot and promising topics. Especially, how to control traffic signals at multiple intersections is a key challenge. To speed up urban traffic flow, this research presents a genetic timing scheduling model (GTSM) for urban traffic signal control. GTSM constructs cellular automata to update the timing cycles of traffic signals at multiple intersections, where state update functions are formulated to coordinate traffic signals. In addition, a proposed genetic optimization algo-rithm (GOA) in GTSM optimizes the timing cycles of traffic signals at multiple intersections in the dynamic timing optimization. The experimental results on urban road networks show that the performance of our model is excellent in various scenarios to control traffic signals to speed up urban traffic flow. (c) 2021 Published by Elsevier Inc.
引用
收藏
页码:475 / 483
页数:9
相关论文
共 50 条
  • [41] Modelling and Simulation of Traffic Signal Control for Urban Network
    Zang, Lilin
    Jia, Lei
    Meng, Xiangxu
    2009 THIRD INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, VOL 2, PROCEEDINGS, 2009, : 253 - +
  • [42] Computational Intelligence in Urban Traffic Signal Control: A Survey
    Zhao, Dongbin
    Dai, Yujie
    Zhang, Zhen
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2012, 42 (04): : 485 - 494
  • [43] A Survey of Intelligence Methods in Urban Traffic Signal Control
    Liu, Zhiyong
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2007, 7 (07): : 105 - 112
  • [44] Distributed constraint satisfaction for urban traffic signal control
    Mizuno, Kazunori
    Nishihara, Seiichi
    KNOWLEDGE SCIENCE, ENGINEERING AND MANAGEMENT, 2007, 4798 : 73 - +
  • [45] Adaptive signal control for urban traffic network gridlock
    Li, Nan
    Zhao, Guangzhou
    2016 UKACC 11TH INTERNATIONAL CONFERENCE ON CONTROL (CONTROL), 2016,
  • [46] A Model for Traffic Control in Urban Environments
    Dragoi, Vlad-Alexandru
    Dobre, Ciprian
    2011 7TH INTERNATIONAL WIRELESS COMMUNICATIONS AND MOBILE COMPUTING CONFERENCE (IWCMC), 2011, : 2139 - 2144
  • [47] A hybrid model for urban traffic control
    Basile, F
    Carbone, C
    Chiacchio, P
    Boel, RK
    Avram, CC
    2004 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOLS 1-7, 2004, : 1795 - 1800
  • [48] Intersection Traffic Control by a Novel Scheduling Model
    Wu, Jia
    Abbas-Turki, Abdeljalil
    El Moudni, Abdellah
    PROCEEDINGS OF 2009 IEEE INTERNATIONAL CONFERENCE ON SERVICE OPERATION, LOGISTICS AND INFORMATICS, 2009, : 329 - 334
  • [49] How to Improve Urban Intelligent Traffic? A Case Study Using Traffic Signal Timing Optimization Model Based on Swarm Intelligence Algorithm
    Fu, Xiancheng
    Gao, Hengqiang
    Cai, Hongjuan
    Wang, Zhihao
    Chen, Weiming
    SENSORS, 2021, 21 (08)
  • [50] INTERSECTION SIGNAL TIMING OPTIMISATION FOR AN URBAN STREET NETWORK TO MINIMISE TRAFFIC DELAYS
    Terraza, Manel
    Zhang, Ji
    Li, Zongzhi
    PROMET-TRAFFIC & TRANSPORTATION, 2021, 33 (04): : 579 - 592