Analysis and Control of Intelligent Traffic Signal System Based on Adaptive Fuzzy Neural. Network

被引：0
|
作者：
Dong, Changqing [1 ]
Yang, Kaixin [2 ]
Guo, Jinwei [2 ]
Chen, Xiaowei [2 ]
Dong, Haibo [2 ]
Bai, Yunlong [2 ]
机构：
[1] Tianjin Univ, Coll Management & Econ, Tianjin, Peoples R China
[2] China Automot Technol & Res Ctr Co Ltd, Automot Data Ctr, Tianjin, Peoples R China
来源：
2019 5TH INTERNATIONAL CONFERENCE ON TRANSPORTATION INFORMATION AND SAFETY (ICTIS 2019) | 2019年
关键词：
Intelligent transport system; V2X; Traffic signal control; Adaptive fuzzy neural network;
D O I：
暂无
中图分类号：
U [交通运输];
学科分类号：
08 ; 0823 ;
摘要：
The paper proposes an intelligent traffic signal control system based on AFNN (Adaptive Fuzzy Neural Network) algorithm, which can adjust the signal cycle and green split to improve traffic efficiency. First, based on V2X (Vehicle to X) intelligent networking technology, the numbers of waiting vehicles at traffic light intersections are real-timely detected. Then, an AFNN algorithm is used to get the knowledge of experience and online self-adjustment is followed according to traffic state to optimize light signal control scheme. Finally, the validity and rationality of the system are verified by the system simulation model. The results show that with the help of the adaptive control system, the average delay time was reduced by 8.45%, and the average fuel economy increased by 24.04%.
引用
收藏
页码：1352 / 1357
页数：6
相关论文
共 50 条
  • [31] Rank Control System for Traffic Artery Based on Wireless Sensor and Fuzzy Neural Network
    Peng, Xiaohong
    Mo, Zhi
    Xiao, Laisheng
    Liao, Riyao
    COMPUTER SCIENCE FOR ENVIRONMENTAL ENGINEERING AND ECOINFORMATICS, PT 1, 2011, 158 : 438 - +
  • [32] Traffic Signal Control Based on Adaptive Neuro-Fuzzy Inference
    Wannige, C. T.
    Sonnadara, D. U. J.
    2008 4TH INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION FOR SUSTAINABILITY (ICIAFS), 2008, : 327 - +
  • [33] Analysis of intelligent agricultural system and control mode based on fuzzy control and sensor network
    Cheng Lijun
    Zhang Yubo
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2019, 37 (05) : 6325 - 6336
  • [34] Network Control System of Traffic Signal Based on IP
    Zhang, Yongzhong
    Tian, Yulin
    Zhang, Yangyang
    2016 6TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY FOR MANUFACTURING SYSTEMS (ITMS 2016), 2016, : 46 - 50
  • [35] Intelligent Coordinate Control of Pneumatic Pressure Signal Generator of Airplane Engine Inlet Test System Based on Fuzzy Neural Network
    Li, Xiao
    Tang, Jinshan
    2009 INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION, VOL II, 2009, : 503 - +
  • [36] Coordinated Control of Intelligent Fuzzy Traffic Signal Based on Edge Computing Distribution
    Yu, Chaodong
    Chen, Jian
    Xia, Geming
    SENSORS, 2022, 22 (16)
  • [37] Intelligent Traffic Signal Control Approach Based on Fuzzy-Genetic Algorithm
    Cheng, Xiangjun
    Yang, Zhaoxia
    FIFTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 3, PROCEEDINGS, 2008, : 221 - 225
  • [38] Adaptive Traffic Light Control in Wireless Sensor Network-based Intelligent Transportation System
    Zhou, Binbin
    Cao, Jiannong
    Zeng, Xiaoqin
    Wu, Hejun
    2010 IEEE 72ND VEHICULAR TECHNOLOGY CONFERENCE FALL, 2010,
  • [39] Adaptive Neural Network Based Intelligent Secondary Control for Microgrids
    Jafari, Mohammad
    Sarfi, Vahid
    Ghasemkhani, Amir
    Livani, Hanif
    Yang, Lei
    Xu, Hao
    Koosha, Rasool
    2018 IEEE TEXAS POWER AND ENERGY CONFERENCE (TPEC), 2018,
  • [40] Adaptive Fuzzy Neural Network Control for Automatic Landing System
    Juang, Jih-Gau
    Chien, Li-Hsiang
    COMPUTATIONAL COLLECTIVE INTELLIGENCE: TECHNOLOGIES AND APPLICATIONS, PT I, 2010, 6421 : 520 - 530
12345