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Smooth Trajectory Optimization in Wind: First Results on a Full-Scale Helicopter

机译:风中的平滑轨迹优化:大型直升机的第一个结果

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A significant challenge for unmanned aerial vehicles is flying long distances in the presence of wind. The presence of wind, which acts like a forcing function on the system dynamics, significantly affects control authority and flight times. While there is a large body of work on the individual topics of planning long missions and path planning in wind fields, these methods do not scale to solve the combined problem under real-time constraints. In this paper, we address the problem of planning long, dynamically feasible, time-optimal trajectories in the presence of wind for a full-scale helicopter. We build on our existing algorithm, KITE , which accounts for wind in a principled and elegant way, and produces dynamically-feasible trajectories that are guaranteed to be safe in near real-time. It uses a novel framework to decouple path optimization in a fixed ground frame from velocity optimization in a moving air frame We present extensive experimental evaluation of KITE on an autonomous helicopter platform (with a human safety pilot in the loop) with data from over 23 missions in winds up to 20m/s and airspeeds up to 50m/s. Our results not only shows the efficacy of the algorithm and its implementation, but also provide insights into failure cases that we encountered. This paves the way forward for autonomous systems to exhibit pilot-like behavior when flying missions in winds aloft.
机译:对于无人飞行器而言,一项重大挑战是在有风的情况下长距离飞行。风的存在,对系统动力学起着强制作用,对控制权限和飞行时间有重大影响。尽管在规划长任务和风场路径规划的各个主题上有大量工作要做,但是这些方法在实时约束下无法扩展以解决组合问题。在本文中,我们解决了为大型直升机在有风的情况下规划长的,动态可行的,时间最优的轨迹的问题。我们以现有的算法KITE为基础,该算法以有原则的,优雅的方式解决了风的问题,并产生了动态可行的轨迹,这些轨迹保证了近实时的安全性。它使用新颖的框架将固定地面框架中的路径优化与移动航空器中的速度优化分离开来。我们利用来自23个任务的数据,对自动直升机平台(在回路中有人类安全飞行员)进行KITE的广泛实验评估风速高达20m / s,空速高达50m / s。我们的结果不仅显示了算法及其实现的有效性,而且还提供了对我们遇到的故障案例的见解。这为自主系统在高空飞行任务中表现出类似于飞行员的行为铺平了道路。

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