Operational Considerations for Autonomous Aerial Monitoring

C. Olsen, D. Kunz
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Abstract

We explore the suitability of the Maximal Distance Discounted & Weighted Revisit Period utility function as a basis for task selection by an autonomous aerial vehicle in the presence of operational factors. The vehicles must persistently visit tasks that are located throughout a broad region. The four operational factors considered are Dubins constraints on vehicle motion, the presence of no-fly zones in the mission area, return to base requirements, and the addition/removal of vehicles and tasks throughout the mission. We show Euclidean distance to be a sufficient basis for estimating travel times so long as the ratio of the vehicle turning radius to the average distance between tasks is less than 0.3. We also develop a means by which the effect of a no-fly zone on the mission can be measured, which we call the Impact Ratio, and begin to characterize when the utility function parameters must be adjusted due to a no-fly zone. Furthermore, we show that the utility function is capable of meeting a required revisit window to a base node by adjusting task weight parameters. Finally, we demonstrate that our utility function automatically adapts to a changing mission environment, whether those changes are planned by operators or the result of unforeseen events.
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自主空中监测的操作考虑
我们探讨了在存在操作因素的情况下,最大距离贴现和加权重访周期效用函数作为自主飞行器任务选择的基础的适用性。车辆必须持续访问位于整个广阔区域的任务。所考虑的四个业务因素是杜宾斯对车辆移动的限制、任务地区禁飞区的存在、返回基地的需要以及整个任务期间车辆的增减和任务。我们证明,只要车辆转弯半径与任务之间的平均距离之比小于0.3,欧几里得距离就可以作为估计行驶时间的充分基础。我们还开发了一种方法,通过这种方法可以测量禁飞区对任务的影响,我们称之为冲击比,并开始表征由于禁飞区而必须调整效用函数参数的情况。此外,我们证明了效用函数能够通过调整任务权重参数来满足到基本节点所需的重访窗口。最后,我们证明了我们的效用函数可以自动适应不断变化的任务环境,无论这些变化是由操作员计划的还是不可预见事件的结果。
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