PRECOM: A Parallel Recommendation Engine for Control, Operations, and Management on Congested Urban Traffic Networks | |
Jin, Junchen1,2,3; Rong, Dingding1; Pang, Yuqi1; Zhu, Fenghua3; Guo, Haifeng1,4; Ma, Xiaoliang2; Wang, Fei-Yue3 | |
发表期刊 | IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS |
ISSN | 1524-9050 |
2021-04-02 | |
卷号 | 23期号:7页码:11 |
通讯作者 | Guo, Haifeng(guohf@zjut.edu.cn) |
摘要 | This paper proposes a parallel recommendation engine, PRECOM, for traffic control operations to mitigate congestion of road traffic in the metropolitan area. The recommendation engine can provide, in real-time, effective and optimal control plans to traffic engineers, who are responsible for manually calibrating traffic signal plans especially when a road network suffers from heavy congestion due to disruptive events. With the idea of incorporating expert knowledge in the operation loop, the PRECOM system is designed to include three conceptual components: an artificial system model, a computational experiment module, and a parallel execution module. Meanwhile, three essential algorithmic steps are implemented in the recommendation engine: a candidate generator based on a graph model, a spatiotemporal ranker, and a context-aware re-ranker. The PRECOM system has been deployed in the city of Hangzhou, China, through both offline and online evaluation. The experimental results are promising, and prove that the recommendation system can provide effective support to the current human-in-the-loop control scheme in the practice of traffic control, operations, and management. |
关键词 | Engines Control systems Urban areas Process control Roads Generators Spatiotemporal phenomena Spatial-temporal recommender system urban traffic control parallel traffic management human-in-the-loop system |
DOI | 10.1109/TITS.2021.3068874 |
关键词[WOS] | SIGNAL CONTROL ; SYSTEM ; LIGHTS |
收录类别 | SCI |
语种 | 英语 |
资助项目 | National Key Research and Development Program of China[2018YFB1004803] ; Zhejiang Natural Science Foundation[LY20E080023] ; Natural Science Foundation of China (NSFC)[U1811463] ; Natural Science Foundation of China (NSFC)[52072343] |
项目资助者 | National Key Research and Development Program of China ; Zhejiang Natural Science Foundation ; Natural Science Foundation of China (NSFC) |
WOS研究方向 | Engineering ; Transportation |
WOS类目 | Engineering, Civil ; Engineering, Electrical & Electronic ; Transportation Science & Technology |
WOS记录号 | WOS:000732890200001 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
七大方向——子方向分类 | 人工智能+交通 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/46981 |
专题 | 复杂系统管理与控制国家重点实验室_平行智能技术与系统团队 |
通讯作者 | Guo, Haifeng |
作者单位 | 1.Enjoyor Co Ltd, Hangzhou 310030, Peoples R China 2.KTH Royal Inst Technol, Dept Civil & Architecture Engn, S-10044 Stockholm, Sweden 3.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 4.Zhejiang Univ Technol, Coll Informat Engn, Hangzhou 310013, Peoples R China |
第一作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Jin, Junchen,Rong, Dingding,Pang, Yuqi,et al. PRECOM: A Parallel Recommendation Engine for Control, Operations, and Management on Congested Urban Traffic Networks[J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,2021,23(7):11. |
APA | Jin, Junchen.,Rong, Dingding.,Pang, Yuqi.,Zhu, Fenghua.,Guo, Haifeng.,...&Wang, Fei-Yue.(2021).PRECOM: A Parallel Recommendation Engine for Control, Operations, and Management on Congested Urban Traffic Networks.IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,23(7),11. |
MLA | Jin, Junchen,et al."PRECOM: A Parallel Recommendation Engine for Control, Operations, and Management on Congested Urban Traffic Networks".IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS 23.7(2021):11. |
条目包含的文件 | 条目无相关文件。 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论