Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.1145/3177457.3177496acmotherconferencesArticle/Chapter ViewAbstractPublication PagesiccmsConference Proceedingsconference-collections
research-article

Signal Timing Simulation of Single Intersection based on Fuzzy-Genetic Algorithm

Published: 08 January 2018 Publication History

Abstract

Intersection is an important component of the urban transport network, in where traffic congestion usually takes place. One of the key to solve urban transport problems is to organize the traffic in the intersection reasonably and effectively. This paper does research on a specific single intersection, using the video traffic data collection technology, considering signal cycle and phase time which are decided by a real-time traffic flow. The paper developed a self-adaptive timing model on the single target constraint to reduce intersection delay. The model is carried out through fuzzy-genetic algorithm. Matlab simulation analysis and a series of comparison show that the methods of optimization models and genetic algorithm are effective and feasible.

References

[1]
Zhang Wei, Tan Guozhen, Nan Ding, and Wang Guangyuan. Traffic Congestion Evaluation and Signal Control Optimization Based on Wireless Sensor Networks: Model and Algorithms. Mathematical Problems in Engineering, 2012, (2012-12-31), 2012, 2012(4):1--18.
[2]
Araghi S, Khosravi A, Creighton D. A review on computational intelligence methods for controlling traffic signal timing. Expert Systems with Applications, 2015, 42(3):1538--1550.
[3]
Li Yan, Yu Lijie, Tao Siran, and Chen Kuanmin. Multi-Objective Optimization of Traffic Signal Timing for Oversaturated Intersection. Mathematical Problems in Engineering, 2013, 2013(1683):1--9.
[4]
Zeng xiaosi, Zhang Yunlong, Balke Kevin N, et al. A Real-Time Transit Signal Priority Control Model Considering Stochastic Bus Arrival Time. IEEE Transactions on Intelligent Transportation Systems, 2014, 15(4):1657--1666.
[5]
Ma Dongfang, Wang Dianhai, Bie Yiming, et al. A Method of Signal Timing Optimization for Spillover Dissipation in Urban Street Networks. Mathematical Problems in Engineering, 2013,(2013-3-18), 2013, 2013(11):1--11.
[6]
Zhou Xiaoke, Zhu Fei, Liu Quan, Fu Yuchen, and Huang Wei. A Sarsa(λ)-Based Control Model for Real-Time Traffic Light Coordination{J}. The scientific world journal, 2014, 2014(8):759097.
[7]
Qin Xiaolin, Khan Ata M. Control strategies of traffic signal timing transition for emergency vehicle preemption. Transportation Research Part C Emerging Technologies, 2012, 25(25):1--17.
[8]
Xu Lunhui, Xia Xinhai, Luo Qiang. The Study of Reinforcement Learning for Traffic Self-Adaptive Control under Multiagent Markov Game Environment. Mathematical Problems in Engineering, 2013, 2013(8):1--10.
[9]
Ge Yan. A Two-Stage Fuzzy Logic Control Method of Traffic Signal Based on Traffic Urgency Degree. Modelling & Simulation in Engineering, 2014, 2014(3):1--6.
[10]
Zhang Yi, Wang Gang, Jiang Huiyong. A Study of Signal Timing Control Based on the Collaborative Strategy of Road Green Wave Effect and Path Selection Entropy. Advanced Materials Research, 2013, 753--755(1):1970--1975.
[11]
Lu TC. Genetic-algorithm-based type reduction algorithm for interval type-2 fuzzy logic controllers. Pergamon Press, Inc. 2015.
[12]
Peng Yonggang, Luo xiaoping, Wei wei. A new fuzzy adaptive simulated annealing genetic algorithm and its convergence analysis and convergence rate estimation. International Journal of Control Automation & Systems, 2014, 12(3):670--679.
[13]
Wei Wu, Zhang Yi. FL-FN-MOGA Based Traffic Signal Control. Journal of Systems Engineering and Electronics, 2003, 14(3):14--23.
[14]
Zhao Wenxiu, Cao Yong, Jin Shuo, Ma Lin. Research in Single Intersection Signal Timing Based on Two-layer Fuzzy Control. Innovation Management Policy & Practice, 2006:419--420.
[15]
Zhu Wenxing, Jia Lei, Du Xiaotong. The Research on the Assignment of Traffic Signal in Isolated Intersection Based on Fuzzy-Genetic Algorithms Optimizing. Acta Simulata Systematica Sinica, 2004, 16(6):1193--1197.

Cited By

View all
  • (2021)Intelligent Traffic Signal Control Based on Reinforcement Learning with State Reduction for Smart CitiesACM Transactions on Internet Technology10.1145/341868221:4(1-24)Online publication date: 22-Jul-2021

Index Terms

  1. Signal Timing Simulation of Single Intersection based on Fuzzy-Genetic Algorithm

      Recommendations

      Comments

      Information & Contributors

      Information

      Published In

      cover image ACM Other conferences
      ICCMS '18: Proceedings of the 10th International Conference on Computer Modeling and Simulation
      January 2018
      310 pages
      ISBN:9781450363396
      DOI:10.1145/3177457
      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 ACM 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]

      In-Cooperation

      • University of Canberra: University of Canberra
      • University of Technology Sydney

      Publisher

      Association for Computing Machinery

      New York, NY, United States

      Publication History

      Published: 08 January 2018

      Permissions

      Request permissions for this article.

      Check for updates

      Author Tags

      1. Signal Timing
      2. Single Intersection
      3. Urban Transport
      4. fuzzy-genetic algorithm

      Qualifiers

      • Research-article
      • Research
      • Refereed limited

      Conference

      ICCMS 2018

      Contributors

      Other Metrics

      Bibliometrics & Citations

      Bibliometrics

      Article Metrics

      • Downloads (Last 12 months)2
      • Downloads (Last 6 weeks)0
      Reflects downloads up to 30 Aug 2024

      Other Metrics

      Citations

      Cited By

      View all
      • (2021)Intelligent Traffic Signal Control Based on Reinforcement Learning with State Reduction for Smart CitiesACM Transactions on Internet Technology10.1145/341868221:4(1-24)Online publication date: 22-Jul-2021

      View Options

      Get Access

      Login options

      View options

      PDF

      View or Download as a PDF file.

      PDF

      eReader

      View online with eReader.

      eReader

      Media

      Figures

      Other

      Tables

      Share

      Share

      Share this Publication link

      Share on social media