An Optimal Control Method for Expressways Entering Ramps Metering Based on Q-Learning
In order to improve the using efficiency of expressways system,considering the features of the ramp control such as nonlinearity,complexity and uncertainty, a ramp controller based on Q-learning method is designed.In the case of the varying traffic demand,and with an aim at improving the traffic state performance of the expressways system,the optimum regulating rate of entering ramp is determined based on the Q-learning algorithm.An example shows that this algorithm can simply solve the problem of the optimum entering ramp metering in the expressways system in the case of traffic volume changes in demand.
expressways entering ramp metering Q-learning traffic state
Xiaofeng JI Zenghui HE
Faculty of Transportation Engineering,Kunming University of Science and Technology,Kunming,China School of Traffic and Transportation,Southwest Jiaotong University,Chengdu,China
国际会议
长沙
英文
739-741
2009-10-10(万方平台首次上网日期,不代表论文的发表时间)