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A sensor tasking algorithm for EO/IR sensors carried by UAVs

机译:UAVS携带的EO / IR传感器传感器任务算法

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We address the problem of controlling EO/IR sensors carried by UAVs, in a context where multiple UAVs are employedto perform a surveillance mission. Swarm-based ISTAR can deliver commanders a more complete situational picture,but controlling a swarm becomes increasingly complex with each additional vehicle. A practical system requires adegree of autonomy to avoid overwhelming operators with detail and/or to avoid requiring too many operators.We present a sensor tasking algorithm which chooses a sequence of tasks for an EO/IR sensor located on an air vehicle.The tasking problem is formulated as a Markov Decision Process (MDP), in which each task is associated with anexpected reward stream that would be accrued if the task were put into effect. The size of the MDP state space increasesexponentially with the number of candidate tasks, so generic MDP solutions are inapplicable. Instead we propose asolution using Gittins indices.Our problem includes time sensitive tasks, where the probability of receiving a reward decays with system time. Theproblem also includes tasks that are not time sensitive. The combination of time-sensitive and non-time-sensitive tasks ischallenging for an index policy. Our contribution is to create a combination of index algorithms that approximatelysolves the MDP for a combination of time-sensitive and non-time-sensitive tasks.EO/IR stands for Electro-Optic / Infra-Red. UAV stands for Unmanned Aerial Vehicle. ISTAR stands for Intelligence,Surveillance, Target Acquisition and Reconnaissance.
机译:我们解决了控制UAVS携带的EO / IR传感器的问题,在采用多个无人机的上下文中执行监督任务。基于群体的ISTAR可以将指挥官提供更完整的情境图片,但是控制群体与每辆额外的车辆越来越复杂。实际系统需要一个自主程度以避免使用细节和/或避免需要太多运营商的运营商。我们介绍了一种传感器任务算法,其选择位于空气车辆上的EO / IR传感器的一系列任务。任务问题被标记为Markov决策过程(MDP),其中每个任务与A相关联如果任务生效,则会累计奖励流。 MDP状态空间的大小增加以候选任务的数量指数,所以通用MDP解决方案是不可应用的。相反,我们提出了一个使用Gittins指数的解决方案。我们的问题包括时间敏感的任务,其中通过系统时间接收奖励衰减的可能性。这问题还包括不时敏感的任务。时间敏感和非时间敏感任务的组合是挑战索引政策。我们的贡献是创建大约的索引算法的组合解决了MDP,以实现时间敏感和非时隙任务的组合。EO / IR代表电光/红外线。 UAV代表无人驾驶飞行器。 Istar代表情报,监测,目标抢购和侦察。

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