A self-learning system for local ramp metering with queue management
文献类型：期刊论文
| 作者 | Lu, Chao1; Huang, Jie2 |
| 刊名 | TRANSPORTATION PLANNING AND TECHNOLOGY
 |
| 出版日期 | 2017 |
| 卷号 | 40期号:2页码:182-198 |
| 关键词 | Intelligent transport systems traffic flow model ramp metering reinforcement learning simulation |
| ISSN号 | 0308-1060 |
| DOI | 10.1080/03081060.2016.1266166 |
| 通讯作者 | Huang, Jie(huangjie@igsnrr.ac.cn) |
| 英文摘要 | This paper presents the design and evaluation process of a self-learning system for local ramp metering control. This system is developed on the basis of reinforcement learning (RL) and can deal with the problem of on-ramp queue management through a continuous learning process. A general framework of the system design including the definition of RL elements and an algorithm that can accomplish the learning process is proposed. Simulation tests are carried out to evaluate the performance of the new system. In terms of the total time spent by road users, the new system can achieve a 30% reduction from the situation of no control, a result which is competitive with the widely accepted algorithm ALINEA. Meanwhile, simulation results show that the new system can keep on-ramp queues strictly under a series of pre-specified constraints, which proves its capability of managing on-ramp queues. |
| WOS关键词 | VARIABLE-SPEED LIMITS ; FREEWAY ; NETWORK ; MODEL |
| 资助项目 | China Scholarship Council ; University of Leeds (CSC-University of Leeds scholarship) ; Beijing Institute of Technology Research Fund Program for Young Scholars |
| WOS研究方向 | Transportation |
| 语种 | 英语 |
| WOS记录号 | WOS:000394972300003 |
| 出版者 | TAYLOR & FRANCIS LTD |
| 资助机构 | China Scholarship Council ; University of Leeds (CSC-University of Leeds scholarship) ; Beijing Institute of Technology Research Fund Program for Young Scholars |
| 源URL | [http://ir.igsnrr.ac.cn/handle/311030/64815]  |
| 专题 | 中国科学院地理科学与资源研究所 |
| 通讯作者 | Huang, Jie |
| 作者单位 | 1.Beijing Inst Technol, Sch Mech Engn, Beijing, Peoples R China 2.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China |
| 推荐引用方式 GB/T 7714 | Lu, Chao,Huang, Jie. A self-learning system for local ramp metering with queue management[J]. TRANSPORTATION PLANNING AND TECHNOLOGY,2017,40(2):182-198. |
| APA | Lu, Chao,&Huang, Jie.(2017).A self-learning system for local ramp metering with queue management.TRANSPORTATION PLANNING AND TECHNOLOGY,40(2),182-198. |
| MLA | Lu, Chao,et al."A self-learning system for local ramp metering with queue management".TRANSPORTATION PLANNING AND TECHNOLOGY 40.2(2017):182-198. |
入库方式： OAI收割
来源：地理科学与资源研究所
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