Distributed MPC for Multi-Vehicle Cooperative Control Considering the Surrounding Vehicle Personality

被引:5
|
作者
Li, Haoran [1 ,2 ]
Zhang, Tingyang [1 ]
Zheng, Sifa [2 ,3 ,4 ]
Sun, Chuan [2 ,5 ]
机构
[1] Wuhan Univ Sci & Technol, Sch Automobile & Traff Engn, Wuhan 430081, Hubei, Peoples R China
[2] Tsinghua Univ, Suzhou Automot Res Inst Xiangcheng, Suzhou 215134, Jiangsu, Peoples R China
[3] Tsinghua Univ, Sch Vehicle & Mobil, Beijing 100084, Peoples R China
[4] Tsinghua Univ, State Key Lab Automot Safety & Energy, Beijing 100084, Peoples R China
[5] Hong Kong Polytech Univ, Dept Civil & Environm Engn, Hong Kong, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
Vehicles; Autonomous vehicles; Behavioral sciences; Real-time systems; Hidden Markov models; Vehicle dynamics; Motion control; Distributed MPC; cooperative control; driving behavior; personalized driving; MODEL-PREDICTIVE CONTROL;
D O I
10.1109/TITS.2023.3253878
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In real traffic environment, a single control mode of traditional autonomous vehicles cannot meet various driving requirements for different drivers, which will decrease the acceptance of autonomous vehicles, and even may further cause traffic risks. This paper studies the cooperative strategies between ego vehicle and surrounding vehicles with the naturalistic experiment data, and then designs an autonomous vehicle control method based on the distributed Model Predictive Control (MPC) in order to consider the interaction relationship of ego vehicles and surrounding vehicles. Finally, the proposed method is verified by software simulation and Hardware in the Loop (HIL) simulation experiments, and the experiment results demonstrate that the control method proposed in this paper not only can control the vehicle to complete the typical driving tasks smoothly, in terms of car-following and lane-changing, but also can reflect the different cooperative strategies among different driving behavior characteristics, which can improve safety and acceptance of autonomous vehicles to promote the practical application of autonomous vehicle technology.
引用
收藏
页码:2814 / 2826
页数:13
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