Fuzzy Self-Adaptive PID Controller for Freeway Ramp Metering

被引:5
|
作者
Jiang, Tao [1 ]
Liang, Xinrong [1 ]
机构
[1] Wuyi Univ, Coll Informat, Jiangmen, Guangdong, Peoples R China
来源
2009 INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION, VOL II | 2009年
关键词
freeway; ramp metering; traffic flow model; fuzzy logic; PID control;
D O I
10.1109/ICMTMA.2009.191
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Aiming at the nonlinear and time-varying characteristics of freeway traffic system, a fuzzy self-adaptive PED controller is designed and applied to freeway ramp metering in this paper. A traffic flow model to describe the freeway flow process is firstly built. Based on the model and in conjunction with nonlinear feedback theory, a fuzzy-PED ramp controller is then designed. The ramp metering rate is determined by the PED controller whose parameters are tuned by fuzzy logic according to the density tracking error and error variation. Gauss and triangle curves are used for the membership functions of the fuzzy variables. The rule base including 49 fuzzy rules is also established. Finally, the control system is simulated in MATLAB software. The results show that this controller designed has fast response, good dynamic and steady-state performance. It can achieve a desired traffic density along the mainline of a freeway, and can make vehicles travel more efficiently and safely. This approach is quite effective to freeway ramp metering.
引用
收藏
页码:570 / 573
页数:4
相关论文
共 50 条
  • [1] Freeway on-Ramp Metering Using Fuzzy Immune PID Controller
    Liang, Xinrong
    Wei, Yanxiu
    2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 3727 - 3731
  • [2] Distant Downstream Bottlenecks in Local Ramp Metering: Comparison of Fuzzy Self-Adaptive PID Controller and PI-ALINEA
    Zhao, Ling
    Li, Zhibin
    Ke, Zemian
    Li, Meng
    CICTP 2019: TRANSPORTATION IN CHINA-CONNECTING THE WORLD, 2019, : 2532 - 2542
  • [3] Local Freeway Ramp Metering using Self-Adjusted Fuzzy Controller
    Gao, Hongyan
    Ran, Rundong
    TEHNICKI VJESNIK-TECHNICAL GAZETTE, 2018, 25 (04): : 1174 - 1182
  • [4] The Research on Self-adaptive Fuzzy PID Controller
    Liu, Bin
    Yao, Gang
    Xiao, Xiaobing
    Yin, Xusheng
    MECHATRONICS, ROBOTICS AND AUTOMATION, PTS 1-3, 2013, 373-375 : 1462 - +
  • [5] Design of a local fuzzy self-adaptive PID controller
    Yao, Da-Yong
    Fang, Hai-Tao
    Zhao, Xiao-Xu
    Liaoning Gongcheng Jishu Daxue Xuebao (Ziran Kexue Ban)/Journal of Liaoning Technical University (Natural Science Edition), 2007, 26 (SUPPL. 1): : 182 - 184
  • [6] A New PI Controller for Freeway Ramp Metering Based on Fuzzy Logic
    Chi Rong-hu
    Li Jian-ying
    Liu Xiang-peng
    2013 25TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2013, : 4502 - 4506
  • [7] The Study of Actuator Controller Based on Fuzzy Self-adaptive PID
    Luo, Yunlin
    Liu, Xiaohua
    CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS, 2009, : 3327 - 3331
  • [8] Temperature Control System Based on Fuzzy Self-Adaptive PID Controller
    Xin, Hongbo
    Huang, Tinglei
    Liu, Xiaoyu
    Tang, Xiangjiao
    THIRD INTERNATIONAL CONFERENCE ON GENETIC AND EVOLUTIONARY COMPUTING, 2009, : 537 - 540
  • [9] The self-adaptive fuzzy PID controller in actuator simulated loading system
    Zhang, Chuanhui
    Song, Xiaodong
    Telkomnika - Indonesian Journal of Electrical Engineering, 2013, 11 (05): : 2619 - 2625
  • [10] The design of Self-adaptive Fuzzy PID Controller in Magnetic Suspension Systems
    Liu, Yingying
    Kong, Zhi
    Wang, Lifu
    Liu, Yiyang
    PROCEEDINGS OF THE 2015 6TH INTERNATIONAL CONFERENCE ON MANUFACTURING SCIENCE AND ENGINEERING, 2016, 32 : 1634 - 1637