Robust Shared Lateral Control for Autonomous Vehicles

S. Swain, Daijiry Narzary, J. Rath, K. Veluvolu
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Abstract

The challenges existing under the category of fully autonomous systems call for a need of human automation interaction to ensure safety and trust. Motivated by the above, this paper deals with the design of a shared control framework that enables the interaction between the human driver and automation. Further, the potential of game theory in a cooperative framework is employed to model the strategic interaction between the human driver and automation. The lateral dynamics of the vehicle model is taken into consideration with an incomplete information of all states. Lateral displacement and Yaw angle are measured whereas lateral velocity and Yaw rate are the unavailable states. A higher Order sliding Mode (HOSM) observer is designed to estimate the unknown states. With the availability of the estimated states, the interaction between the human driver and automation is carried out to generate a shared control law based on cooperative game theory. Model predictive control (MPC) approach is employed to design the control action for the human driver and autonomous subsystem separately. Then, the proposed shared lateral control scheme is analyzed and examined through simulation to evaluate the driver performance in this cooperative game theoretic approach.
自动驾驶汽车的鲁棒共享横向控制
在完全自主系统类别下存在的挑战要求需要人类自动化交互以确保安全和信任。综上所述,本文讨论了一个共享控制框架的设计,该框架能够实现人类驾驶员和自动化之间的交互。此外,在合作框架下,博弈论的潜力被用于模拟人类驾驶员和自动化之间的战略互动。该模型考虑了车辆的横向动力学,且所有状态信息不完全。测量横向位移和偏航角,而横向速度和偏航率是不可用状态。设计了一个高阶滑模(HOSM)观测器来估计未知状态。在估计状态可用的情况下,基于合作博弈论,实现驾驶员与自动驾驶系统的交互,生成共享控制律。采用模型预测控制(MPC)方法分别对驾驶员和自动驾驶子系统的控制动作进行设计。然后,通过仿真对所提出的共享横向控制方案进行了分析和检验,以评估该合作博弈论方法下驾驶员的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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