THE APPLICATION OF ADHDP(lambda) METHOD TO COORDINATED MULTIPLE RAMPS METERING
Bai, Xuerui; Zhao, Dongbin; Yi, Jianqiang
发表期刊INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL
2009-10-01
卷号5期号:10B页码:3471-3481
文章类型Article
摘要Ramp metering has been developed as a local traffic management strategy to alleviate congestion on freeways sections, however, the coordination of multiple ramps metering still need more attention of effective control strategies on a larger freeway section. The object of this paper is to use action-dependent heuristic dynamic programming based on eligibility traces (ADHDP(lambda)) method to implement coordinated ramp metering. The traffic flow plant is a second order macroscopic traffic flow model. The whole coordinated ramp metering problem is considered as art approximate optimal control problem. A valid coordination performance index is proposed. ADHDP(lambda) method is art effective and fast learning control method to solve such problems. With the help of eligibility traces, the learning rate is highly improved. Simulation studies on, a hypothetical freeway are reported to show that the proposed control scheme is efficient.
关键词Heuristic Dynamic Programming Eligibility Traces Multiple Ramps Metering
WOS标题词Science & Technology ; Technology
关键词[WOS]TRAFFIC FLOW
收录类别SCI
语种英语
WOS研究方向Automation & Control Systems ; Computer Science
WOS类目Automation & Control Systems ; Computer Science, Artificial Intelligence
WOS记录号WOS:000271033100018
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被引频次:12[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/3586
专题多模态人工智能系统全国重点实验室_平行智能技术与系统团队
作者单位Chinese Acad Sci, Inst Automat, Lab Complex Syst & Intelligence Sci, Beijing 100190, Peoples R China
第一作者单位中国科学院自动化研究所
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Bai, Xuerui,Zhao, Dongbin,Yi, Jianqiang. THE APPLICATION OF ADHDP(lambda) METHOD TO COORDINATED MULTIPLE RAMPS METERING[J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL,2009,5(10B):3471-3481.
APA Bai, Xuerui,Zhao, Dongbin,&Yi, Jianqiang.(2009).THE APPLICATION OF ADHDP(lambda) METHOD TO COORDINATED MULTIPLE RAMPS METERING.INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL,5(10B),3471-3481.
MLA Bai, Xuerui,et al."THE APPLICATION OF ADHDP(lambda) METHOD TO COORDINATED MULTIPLE RAMPS METERING".INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL 5.10B(2009):3471-3481.
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