This paper improves safe motion primitives-based teleoperation of a multirotor by developing a hierarchical collision avoidance method that modulates maximum speed based on environment complexity and perceptual constraints. Safe speed modulation is challenging in environments that exhibit varying clutter. Existing methods fix maximum speed and map resolution, which prevents vehicles from accessing tight spaces and places the cognitive load for changing speed on the operator. We address these gaps by proposing a high-rate (10 Hz) teleoperation approach that modulates the maximum vehicle speed through hierarchical collision checking. The hierarchical collision checker simultaneously adapts the local map's voxel size and maximum vehicle speed to ensure motion planning safety. The proposed methodology is evaluated in simulation and real-world experiments and compared to a non-adaptive motion primitives-based teleoperation approach. The results demonstrate the advantages of the proposed teleoperation approach both in time taken and the ability to complete the task without requiring the user to specify a maximum vehicle speed.
翻译:本文通过开发一种根据环境复杂性和感知限制调整最大速度的级级碰撞避免方法,改进多旋体的安全运动原始远程操作; 安全速度调控在呈现不同杂乱的环境中具有挑战性; 现有方法确定最大速度和地图分辨率,使车辆无法进入紧凑的空间,并使操作者对速度变化有认知负载; 我们建议一种高比率(10赫兹)的远程操作方法,通过等级碰撞检查调控最大车辆速度,以弥补这些差距; 级碰撞检查器同时调整当地地图的 voxel 尺寸和最大车辆速度,以确保运动规划安全; 在模拟和现实世界实验中评估拟议方法,并与非适应运动的原始式远程操作方法进行比较; 结果表明,拟议的远程操作方法在所花费的时间和完成任务的能力两方面都具有优势,而无需用户指定最大车辆速度。