Hierarchical Velocity Control Considering Traffic Signal Timings for Connected Vehicles

被引:10
|
作者
Guo, Lulu [1 ,2 ]
Chu, Hongqing [4 ]
Ye, Jin [5 ]
Gao, Bingzhao [4 ]
Chen, Hong [2 ,3 ]
机构
[1] Tongji Univ, Dept Control Sci & Engn, Shanghai 201804, Peoples R China
[2] Frontiers Sci Ctr Intelligent Autonomous Syst, Shanghai 201210, Peoples R China
[3] Tongji Univ, Coll Elect & Informat Engn, Shanghai 201804, Peoples R China
[4] Tongji Univ, Sch Automot Studies, Shanghai 201804, Peoples R China
[5] Univ Georgia, Intelligent Power Elect & Elect Machine Lab, Athens, GA 30602 USA
来源
关键词
Task analysis; Roads; Planning; Timing; Real-time systems; Trajectory optimization; Mechanical power transmission; Driving task planning; model predictive control; traffic signal timings; velocity trajectory optimization; FILLED FUNCTION-METHOD; ELECTRIC VEHICLES; AUTONOMOUS VEHICLES; ENERGY MANAGEMENT; SYSTEM;
D O I
10.1109/TIV.2022.3161648
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Velocity profile optimization using upcoming signal information of urban vehicles is one of the main eco-driving techniques, which can significantly enhance the capability of reducing idling fuel loss and trip time. This paper proposes a hierarchical velocity control system considering different drive preferences for connected and automated vehicles to improve overall efficiency under the vehicle-to-X (V2X) environment. Two major contributions are (i) control-oriented formulation of task planning in multiple road segments, which is amiable to numerical computation and can consider different drive preferences; and (ii) solving the nonlinear velocity trajectory optimization to realize real-time control in the lower level. Simulation results indicate that energy-saving and computational efficiency are improved using the proposed control system. The solution algorithm is further demonstrated under a hardware-in-the-loop simulation.
引用
收藏
页码:1403 / 1414
页数:12
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