A Shared Control Design for Steering Assistance System Considering Driver Behaviors

被引:19
|
作者
Lu, Yanbo [1 ]
Liang, Jinhao [1 ]
Yin, Guodong [1 ]
Xu, Liwei [1 ]
Wu, Jian [2 ]
Feng, Jiwei [1 ]
Wang, Faan [1 ]
机构
[1] Southeast Univ, Sch Mech Engn, Nanjing 211189, Peoples R China
[2] Liaocheng Univ, Sch Mech & Automot Engn, Liaocheng 252000, Shandong, Peoples R China
来源
基金
中国国家自然科学基金;
关键词
Vehicles; Synthetic aperture sonar; Tires; Control systems; Stability criteria; Vehicle dynamics; Real-time systems; Steering assistance system; driver-automation cooperative control; driving performance indices; A multi-constraints MPC; HUMAN-MACHINE COOPERATION; ENVELOPE CONTROL; VEHICLE; AFS;
D O I
10.1109/TIV.2022.3165048
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the rapid development of advanced driver assistance systems, driver-automation cooperative control becomes more challenging due to the uncertainty of driver behaviors. To this end, this paper proposes a shared control approach to assist drivers in path-tracking and collision avoidance. A high-fidelity CarSim vehicle model embedded driver simulator is built to collect the driver data, based on which the normalized steering angle input and the time to collision are defined to quantify the driving performance. Then, these performance indices are employed to develop the fuzzy controller and determine the control authority for the steering assistance system (SAS). A multi-constraints model predictive control is designed to follow the desired path, and simultaneously ensure the vehicle stability. Different from the traditional constraints handling method, the state constraint is transformed into the input constraint considering the nonlinearity. The effectiveness of the proposed method is verified with two less experienced drivers. The test results show that the path-tracking performance and vehicle stability can be guaranteed with less control effort.
引用
收藏
页码:900 / 911
页数:12
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