Real-time coordination of connected vehicles at intersections using graphical mixed integer optimization

被引:10
|
作者
Ge, Qiang [1 ]
Sun, Qi [1 ]
Wang, Zhen [1 ]
Li, Shengbo Eben [1 ]
Gu, Ziqing [1 ]
Zheng, Sifa [1 ]
Liao, Lyuchao [2 ]
机构
[1] Tsinghua Univ, Sch Vehicle & Mobil, Beijing 100084, Peoples R China
[2] Fujian Univ Technol, Fujian Prov Univ Key Lab Ind Control & Data Anal, Fuzhou 350118, Fujian, Peoples R China
关键词
AUTOMATED VEHICLES;
D O I
10.1049/itr2.12061
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Management of connected vehicles at unsignalised intersections is a large-scale complex problem with safety constraints and time-varying unsolved variables, which is crucial but hard to solve online. A faster coordination system, however, not only benefits from smaller time granularity to find optimum, but also has more robustness towards a scenario with fast-moving vehicle nodes. This paper proposes a real-time coordination scheme consisting of three stages. (a) Target velocity optimisation: collision-free passage is formulated as a mixed integer linear programming problem, each approaching lane corresponding to an independent variable; (b) vehicle subgraph extraction: a directed graph is built and pruned based on the optimisation result, determining a subgraph wherein vehicle nodes pass without redundant time slot; (c) velocity profile synchronisation: velocity profile of the selected vehicles is planned synchronously, respecting inter-subgraph constraints. The main contribution of this study is to propose a fast hierarchical optimization-based coordination method, of which the complexity is invariant with the traffic density. Simulation has verified the effectiveness of the scheme from both microscopic behaviour and statistical characteristics, reducing single-step computation time to 0.02 s, and saving average driving delay by 59.83% compared to the benchmark method.
引用
收藏
页码:795 / 807
页数:13
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