Research of traffic flow multi-objectives intelligent control method for junction network

被引:0
作者
Feng Chen
Qi Zhang
Yuanhua Jia
Jian Li
机构
[1] China Academy of Railway Sciences,Signal & Communication Research Institute
[2] Beijing Jiaotong University,School of Traffic and Transportation
来源
Telecommunication Systems | 2013年 / 53卷
关键词
Intelligent control; Multi-objectives control; Ramp metering; Support vector machine (SVM); Artificial neural network (ANN);
D O I
暂无
中图分类号
学科分类号
摘要
Junction network is a special type of roadwork pattern that scatters and distributes around the specific zone of metropolitan and in that contains different grade and functional roads of arterial road, urban freeway and expressway. Intelligent control is new development where the control problem is to find the combination of control measures that result for the best road performance and control effectiveness. The problems of multi-objective coordinated metering and evaluation for local ramp is considered. This paper discusses the optimal coordination of mainline and ramp, a modified ramp latency model is posed using the method of queuing theory, and a ramp control with better mechanism compare to artificial neural network using radical based function-support vector machine algorithm is designed. With in-situ traffic flow data of Beijing ring and radial freeway during high-density period, three known and the designed novel methodologies are compared, the intensive simulations show the effectiveness of the proposed approach, particularly at the aspect of minimize reduplicated waiting time for junction network. using these methodologies demonstrates the comparative control efficiency and accuracy.
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页码:77 / 84
页数:7
相关论文
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  • [1] Papageorgiou M.(2002)Freeway ramp metering: an overview IEEE Transactions on Intelligent Transportation Systems 3 271-281
  • [2] Kotsialos A.(2003)Evaluation of freeway control using a microscopic simulation laboratory Transportation Research. Part C, Emerging Technologies 11 29-50
  • [3] Ben-Akiva M.(2010)Coordinated ramp metering for freeway networks—a model-predictive hierarchical control approach Transportation Research. Part C, Emerging Technologies 18 311-331
  • [4] Cuneo D.(1997)ALINEA local ramp metering: summary of the field results Transportation Research Record 1603 90-98
  • [5] Hasan M.(2004)Efficiency and equity properties of freeway network-wide ramp metering with AMOC Transportation Research. Part C, Emerging Technologies 12 401-420
  • [6] Papamichail I.(2002)Coordinated and integrated control of motorway networks via non-linear optimal control Transportation Research. Part C, Emerging Technologies 10 65-84
  • [7] Kotsialos A.(1971)Adjustment of freeway ramp metering rates to balance entrance ramp queues Transportation Research. Part A, Policy and Practice 5 127-133
  • [8] Margonis I.(2007)Considering various ALINEA ramp metering strategies for crash risk mitigation on freeways under congested regime Transportation Research. Part C, Emerging Technologies 15 113-134
  • [9] Papageorgiou M.(2006)Model predictive control for ramp metering of motorway traffic: a case study Control Engineering 14 757-767
  • [10] Hadj-Salem H.(1997)Statistical analysis of day to day variations in real-time traffic flow data Transportation Research Record 1510 26-34