Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.1145/3669754.3669824acmotherconferencesArticle/Chapter ViewAbstractPublication PagesiccaiConference Proceedingsconference-collections
research-article

Integrated Optimization of Regional Signal Control and Traffic Assignment

Published: 30 August 2024 Publication History

Abstract

To alleviate urban traffic congestion, reduce vehicle emissions' detrimental impact on the ecological environment, a dual-layer multi-objective programming model based on user equilibrium path choice model is proposed. The upper-layer model is a signal control optimization model that establishes an objective function with the total delay of traffic vehicles and CO emissions as the benefit indicators for the regional road network. The non-dominated sorting genetic algorithm is utilized to optimize signal control parameters such as signal cycle, effective green time for each phase, and phase difference, resulting in a new signal timing plan. The lower-layer model is a traffic flow allocation model aimed at finding a traffic flow distribution that satisfies user equilibrium, and it employs the Frank-Wolfe algorithm for solution. The interaction feedback between the upper and lower-layer models is implemented using MATLAB, and the feasibility of the models and solution algorithm is validated through case analysis. The experimental results demonstrate a 13.3% reduction in total delay for the regional road network and an 11.8% decrease in total emissions. The traffic conditions are improved, and operational efficiency is enhanced, leading to overall road network optimization.

References

[1]
Allsop R E.Some possibilities of using traffic control to influence trip distribution and route choice [C] // Transportation & Traffic Theory Proceedings, 1974: 345-373.
[2]
Gartner N H. Influencing traffic equilibrium in a network by control measures[J]. Transportation Research Record, 1977, 644: 125-129.
[3]
GE Y E. Combinatorial problem of traffic assignment and signal control-game theory approach [D]. Dalian: Dalian University of Technology, 1999.
[4]
Chiou S W. Optimization of area traffic control for equilibrium network flows[J]. Transportation Science, 1999, 33(3): 279-289.
[5]
Mitsakis E, Salanova J M, Giannopoulos G. Combined dynamic traffic assignment and urban traffic control models[J]. Procedia-Social and Behavioral Sciences, 2011, 20: 427-436.
[6]
LONG S Q, Traffic signal and assignment cooperative control method based on heuristic algorithm, [D] 2020, Nanjing: Southeast University.
[7]
SUN Z Y, LU H P, ZHANG X L, Bi-level programming model of urban traffic control and guidance coordination, 2016, 46(02): 450-456.
[8]
Jia H, Lin Y, Luo Q,et al. Multi-objective optimization of urban road intersection signal timing based on particle swarm optimization algorithm[J].Advances in Mechanical Engineering, 2019, 11(4):168781401984249.

Index Terms

  1. Integrated Optimization of Regional Signal Control and Traffic Assignment

    Recommendations

    Comments

    Information & Contributors

    Information

    Published In

    cover image ACM Other conferences
    ICCAI '24: Proceedings of the 2024 10th International Conference on Computing and Artificial Intelligence
    April 2024
    491 pages
    ISBN:9798400717055
    DOI:10.1145/3669754
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

    Publisher

    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 30 August 2024

    Permissions

    Request permissions for this article.

    Check for updates

    Author Tags

    1. Bi-level planning model
    2. Frank-Wolfe algorithm
    3. Non-dominated sorting genetic algorithm
    4. Regional road network
    5. Signal control
    6. Traffic flow allocation
    7. Urban transportation

    Qualifiers

    • Research-article
    • Research
    • Refereed limited

    Conference

    ICCAI 2024

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • 0
      Total Citations
    • 12
      Total Downloads
    • Downloads (Last 12 months)12
    • Downloads (Last 6 weeks)5
    Reflects downloads up to 26 Dec 2024

    Other Metrics

    Citations

    View Options

    Login options

    View options

    PDF

    View or Download as a PDF file.

    PDF

    eReader

    View online with eReader.

    eReader

    HTML Format

    View this article in HTML Format.

    HTML Format

    Media

    Figures

    Other

    Tables

    Share

    Share

    Share this Publication link

    Share on social media