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
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