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Coupled Longitudinal and Lateral Control for an Autonomous Vehicle Dynamics Modeled Using a Robotics Formalism

机译:使用机器人形式主义建模的自动驾驶动力学的纵向和横向耦合控制

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The development of autonomous and intelligent vehicles is increasing continuously in the aim to reach a reliable and secured transportation system. Indeed, autonomous navigation include three main steps: perception and localization, planning and control. This work covers essentially the study of the vehicle modeling and the vehicle control. We present a coupled control algorithm for longitudinal and lateral dynamics of an autonomous vehicle. The control is realized using Lyapunov functions and aims to ensure a robust tracking of the reference trajectory especially in coupled longitudinal and lateral maneuvers such as lane-change maneuvers, obstacle avoidance maneuvers and combined lane-keeping and steering control during critical driving situations. The control is based on the vehicle model that is carried out using the robotics formalism. This modeling approach is considered here for the accuracy it presents, since multi-body models provide more information, which are usually neglected when using a closed-form model. It considers the vehicle as a multi-body poly-articulated system and uses the modified Denavit-Hartenberg geometric description to represent the vehicle. Newton-Euler algorithm is then used to compute the direct dynamical model of the vehicle. The developed model takes into consideration all the vehicle parts and their interconnections, that renders it more representative of the vehicle behavior especially in critical driving scenarios.
机译:无人驾驶和智能车辆的发展在不断发展,以期建立一个可靠和安全的运输系统。实际上,自主导航包括三个主要步骤:感知和定位,计划和控制。这项工作基本上涵盖了车辆建模和车辆控制的研究。我们提出了一种针对自动驾驶汽车的纵向和横向动力学的耦合控制算法。该控制使用李雅普诺夫(Lyapunov)功能实现,旨在确保对参考轨迹进行鲁棒的跟踪,尤其是在纵向和横向联动中,例如变道操纵,避障操纵以及在关键驾驶情况下的组合车道保持和转向控制。该控制基于使用机器人形式主义进行的车辆模型。由于多体模型提供了更多信息,因此在此考虑采用这种建模方法的准确性,因为使用封闭形式的模型通常会忽略这些信息。它将车辆视为多体多关节系统,并使用修改后的Denavit-Hartenberg几何描述来表示车辆。然后使用牛顿-欧拉算法来计算车辆的直接动力学模型。所开发的模型考虑了所有车辆部件及其互连,从而使其更能代表车辆行为,尤其是在关键驾驶场景下。

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