Optimality of Motion Camouflage Under Escape Uncertainty

Mallory Gaspard
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Abstract

Motion camouflage can be a useful tactic for a pursuer attempting to conceal their true trajectory from their target. Many previous studies determine optimal trajectories subject to motion camouflage constraints, but these analyses do not address when it is optimal to use, nor do they account for the pursuer's inability to predict if and when the target will try to escape. We present an optimal control framework to determine when the pursuer should use motion camouflage amidst uncertainty in the target's escape attempt time. Focusing on the illustrative problem of a male hover fly pursuing a female hover fly for mating, we model the female fly's escape response as the result of a non-homogeneous Poisson point process with a biologically informed rate function, and we obtain and numerically solve two Hamilton-Jacobi-Bellman (HJB) PDEs which encode the pursuer's optimal trajectories. Our numerical experiments and statistics illustrate when it is optimal to use motion camouflage pursuit tactics under varying degrees of the target's visual acuity and tolerance to the pursuer's presence.
逃逸不确定性下运动伪装的最优性
运动伪装对于试图向目标隐藏真实轨迹的追击者来说是一种有用的战术。以前的许多研究确定了受运动伪装约束的最佳轨迹,但这些分析并没有解决何时使用运动伪装是最佳选择的问题,也没有考虑到追击者无法预测目标是否以及何时会试图逃跑的情况。我们提出了一个最优控制框架,以确定在目标试图逃跑时间不确定的情况下,追逐者何时应该使用运动伪装。我们将重点放在雄性食蚜蝇追逐雌性食蚜蝇交配的说明性问题上,将雌性食蚜蝇的逃跑反应建模为一个非均质泊松点过程的结果,该过程具有生物学意义上的速率函数,我们得到了两个汉密尔顿-贾可比-贝尔曼(HJB)PDEs,它们编码了追逐者的最优轨迹,并对其进行了数值求解。我们的数值实验和统计数据说明了在目标视觉敏锐度和对追逐者存在的容忍度不同的情况下,何时使用运动伪装追逐策略是最佳的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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