Intention Prediction-Based Control for Vehicle Platoon to Handle Driver Cut-In

被引:7
|
作者
Lu, Yun [1 ]
Huang, Lingying [1 ]
Yao, Jiarong [1 ]
Su, Rong [1 ]
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
关键词
Vehicles; Predictive control; Trajectory; Prediction algorithms; Road safety; Behavioral sciences; Intelligent transportation systems; Vehicle platoons; cut-in; intention prediction; predictive control; ADAPTIVE CRUISE CONTROL; AUTONOMOUS VEHICLES;
D O I
10.1109/TITS.2023.3239606
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Vehicle platoons (VPs) are groups of vehicles driving together with a short inter-vehicle gap and a harmonized velocity. For a long period, the VPs and human-driven vehicles (HDVs) will coexist in mixed traffic flow, where the cut-in maneuver of the HDVs towards the VPs can be frequently expected. In this paper, to handle such cut-ins, we propose an intention prediction-based control method for the VPs by considering the tradeoff between the platoon integrity and traffic safety. Particularly, the proposed method is designed to prevent as many cut-ins as possible while taking care of the road safety. It consists of a cut-in prediction part, including intention and trajectory prediction algorithms, and a finite state machine (FSM)-based predictive control part, including a high-level FSM and a low-level predictive control. Driver-in-the-loop experiments were conducted in the VP-based driving scenarios to train the intention prediction algorithm and test the proposed method. We show the results detailing the control behavior of the proposed method in a no cut-in test, a mandatory cut-in test, and three discretionary cut-in tests. The results demonstrate that the proposed method can predict the cut-in intention of human drivers in real time. Besides, according to the prediction results, the proposed method can prevent cut-ins for the VPs while taking care of the road safety.
引用
收藏
页码:5489 / 5501
页数:13
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