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Proactive Patrol Dispatch Surveillance System by Inferring Mobile Trajectories of Multiple Intruders Using Binary Proximity Sensors

机译:使用二进制接近传感器推断多侵入者的移动轨迹主动巡逻调度监控系统

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In this paper, we consider the problem of distributing patrol officers inside a building to maximize the probability of catching multiple intruders while minimizing the distance the patrol officers travel to reach the locations of the intruders. In our problem setting, the patrol officers are assisted by the information collected by a network of binary proximity sensors installed in the building. We claim that learning even common movement sub-patterns that originate due to the constrained physical environment helps to find likely locations of intruders where each major location is instrumented using a sensor node. We use a series of binary detection events to infer likely future trajectories in a real-world building. For a given set of detectable nodes on the inferred future trajectories, we aim to find the optimal patrol dispatch node location with high exposure to intruders' future appearance using patrol officers in limited numbers, ideally fewer than the intruders. In order to prevent possible crime and perform responsive defense against potential intruders, our algorithm also tries to reduce the travel distance from patrols current positions to their dispatched positions at the same time. We validate our proposed scheme in terms of detection accuracy by varying the number of intruders, robustness against missing events, and responsiveness compared to a practical baseline counterpart through real-world system experiments.
机译:在本文中,我们考虑在建筑物内分配巡逻人员的问题,以最大限度地捕捉多个入侵者的可能性,同时最小化巡逻人员前往入侵者的位置。在我们的问题设置中,巡逻人员通过在建筑物中安装的二进制接近传感器网络收集的信息提供帮助。我们声称,甚至是由于受限的物理环境而起源的常见运动子模式有助于找到每个主要位置使用传感器节点仪器的入侵者的可能位置。我们使用一系列二进制检测事件来推断在真实世界建筑中的未来轨迹。对于在推断的未来轨迹上的给定的一组可检测节点,我们的目标是使用有限数量的巡逻人员,理想地少于入侵者,找到具有高暴露于入侵者的未来外观的最佳巡逻派遣节点位置。为了防止可能的犯罪并对潜在入侵者进行响应性防御,我们的算法还试图在同时降低巡逻电流位置的行程距离到调度位置。通过改变入侵者的数量,缺失事件的数量,与通过现实世界的基准对应的反应能力,通过实际世界实验,我们通过改变入侵者的次数,丧失丧失事件的鲁老性和响应能力来验证我们的提出方案。

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