DHP Method for Ramp Metering of Freeway Traffic
文献类型:期刊论文
作者 | Zhao, Dongbin1![]() ![]() ![]() |
刊名 | IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
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出版日期 | 2011-12-01 |
卷号 | 12期号:4页码:990-999 |
关键词 | Congestion dual heuristic programming (DHP) ramp metering traffic control |
通讯作者 | Fei-Yue Wang |
英文摘要 | This paper presents the design of dual heuristic programming (DHP) for the optimal coordination of ramp metering in freeway systems. Specifically, we implement the DHP method to solve both recurrent and nonrecurrent congestions with queuing consideration. A coordinated neural network controller is achieved by the DHP method with traffic models. Then, it is used for verifications with different traffic scenarios. Simulation studies performed on a hypothetical freeway indicate that the achieved neural controller maintains good control performance when compared with the classical ramp metering algorithm ALINEA. We emphasize that these neural controllers can be developed offline by using approximate traffic models. This offline mechanism avoids the risks of instability that incur during continual online training. We also discuss some real-time implementation issues. |
WOS标题词 | Science & Technology ; Technology |
类目[WOS] | Engineering, Civil ; Engineering, Electrical & Electronic ; Transportation Science & Technology |
研究领域[WOS] | Engineering ; Transportation |
关键词[WOS] | MODEL-PREDICTIVE CONTROL ; LEARNING CONTROL ; REINFORCEMENT ; TIME ; FLOW |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000297588500005 |
源URL | [http://ir.ia.ac.cn/handle/173211/3556] ![]() |
专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队 |
通讯作者 | Fei-Yue Wang |
作者单位 | 1.Chinese Acad Sci, Lab Complex Syst & Intelligence Sci, Inst Automat, Beijing 100190, Peoples R China 2.Univ Arizona, Syst & Ind Engn Dept, Tucson, AZ 85721 USA 3.IBM China Dev Lab, Xian 710075, Peoples R China 4.E China Normal Univ, Shanghai Key Lab Trustworthy Comp, Shanghai 200062, Peoples R China |
推荐引用方式 GB/T 7714 | Zhao, Dongbin,Bai, Xuerui,Wang, Fei-Yue,et al. DHP Method for Ramp Metering of Freeway Traffic[J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,2011,12(4):990-999. |
APA | Zhao, Dongbin,Bai, Xuerui,Wang, Fei-Yue,Xu, Jing,Yu, Wensheng,&Fei-Yue Wang.(2011).DHP Method for Ramp Metering of Freeway Traffic.IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,12(4),990-999. |
MLA | Zhao, Dongbin,et al."DHP Method for Ramp Metering of Freeway Traffic".IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS 12.4(2011):990-999. |
入库方式: OAI收割
来源:自动化研究所
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