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Rollover-Free Path Planning for Off-Road Autonomous Driving

机译:越野直播驾驶的免费路径规划

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摘要

Perception, planning, and control are three enabling technologies to achieve autonomy in autonomous driving. In particular, planning provides vehicles with a safe and collision-free path towards their destinations, accounting for vehicle dynamics, maneuvering capabilities in the presence of obstacles, traffic rules, and road boundaries. Existing path planning algorithms can be divided into two stages: global planning and local planning. In the global planning stage, global routes and the vehicle states are determined from a digital map and the localization system. In the local planning stage, a local path can be achieved based on a global route and surrounding information obtained from sensors such as cameras and LiDARs. In this paper, we present a new local path planning method, which incorporates a vehicle’s time-to-rollover model for off-road autonomous driving on different road profiles for a given predefined global route. The proposed local path planning algorithm uses a 3D occupancy grid and generates a series of 3D path candidates in the s-p coordinate system. The optimal path is then selected considering the total cost of safety, including obstacle avoidance, vehicle rollover prevention, and comfortability in terms of path smoothness and continuity with road unevenness. The simulation results demonstrate the effectiveness of the proposed path planning method for various types of roads, indicating its wide practical applications to off-road autonomous driving.
机译:感知,规划和控制是三种能够实现自主驾驶中的自主权的能力。特别是,规划为其目的地提供了安全性和无碰撞的路径,占车辆动态,在障碍,交通规则和道路边界存在中的操纵能力的轨道。现有路径规划算法可分为两个阶段:全球规划和本地规划。在全球规划阶段,从数字地图和本地化系统确定全局路线和车辆状态。在本地规划阶段,基于全局路线和从诸如摄像机和LIDAR的传感器获得的周围信息来实现局部路径。在本文中,我们提出了一种新的本地路径规划方法,该方法包括车辆的越野自动驱动车辆的时间 - 滚动模型,用于给定预定义的全球路线的不同公路轮廓。所提出的本地路径规划算法使用3D占用网格,并在S-P坐标系中生成一系列3D路径候选。然后选择最佳路径考虑到总安全性成本,包括障碍物避免,车辆翻转预防和在路径平滑度和道路不均匀的连续性方面的舒适性。仿真结果表明了各种类型道路的拟议路径规划方法的有效性,表明其对越野自主驾驶的实用应用。

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