用智能轮胎与分布式模型实现全轮转向车的精准侧向控制
Lateral tracking control of all-wheel steering vehicles with intelligent tires
- 基于微分方程构建轮胎动态模型,结合智能轮胎感知数据
- 抑制低速时的微振现象,实现路径追踪与力控协同
- 首次将分布式轮胎模型与智能轮胎用于车辆控制,适合自动驾驶研发
精确表征轮胎动力学对提升自动驾驶车辆的操控与稳定性至关重要,因轮胎-路面界面产生的力和力矩直接影响车辆行为。智能轮胎技术可实时感知道路附着系数、胎压、磨损状态,并估计车速、滑移角及轮胎受力等状态。然而,现有估算与控制算法多依赖经验关联或机器学习方法,需大量标定且易受工况变化影响。相比之下,基于偏微分方程(PDE)的模型驱动方法具有更强鲁棒性。本文提出一种新型基于模型的输出反馈侧向跟踪控制策略,适用于全轮转向车辆,融合分布式轮胎动力学与智能轮胎技术。主要贡献包括:通过估计轮胎滑移角、车辆运动学与横向轮胎力,有效抑制低速微振现象,并实现基于力控的路径跟随。控制器与观测器基于常微分方程-偏微分方程(ODE-PDE)系统构建,分别描述刚体运动与分布参数轮胎行为。本工作首次为配备分布式轮胎表示与智能轮胎技术的车辆系统提出了严格的控制策略。
原文摘要 · Abstract (English)
The accurate characterization of tire dynamics is critical for advancing control strategies in autonomous road vehicles, as tire behavior significantly influences handling and stability through the generation of forces and moments at the tire-road interface. Smart tire technologies have emerged as a promising tool for sensing key variables such as road friction, tire pressure, and wear states, and for estimating kinematic and dynamic states like vehicle speed and tire forces. However, most existing estimation and control algorithms rely on empirical correlations or machine learning approaches, which require extensive calibration and can be sensitive to variations in operating conditions. In contrast, model-based techniques, which leverage infinite-dimensional representations of tire dynamics using partial differential equations (PDEs), offer a more robust approach. This paper proposes a novel model-based, output-feedback lateral tracking control strategy for all-wheel steering vehicles that integrates distributed tire dynamics with smart tire technologies. The primary contributions include the suppression of micro-shimmy phenomena at low speeds and path-following via force control, achieved through the estimation of tire slip angles, vehicle kinematics, and lateral tire forces. The proposed controller and observer are based on formulations using ODE-PDE systems, representing rigid body dynamics and distributed tire behavior. This work marks the first rigorous control strategy for vehicular systems equipped with distributed tire representations in conjunction with smart tire technologies.
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