首页> 外文会议>IEEE 35th Annual IEEE International Conference on Computer Communications >Proactive patrol dispatch surveillance system by inferring mobile trajectories of multiple intruders using binary proximity sensors
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Proactive patrol dispatch surveillance system by inferring mobile trajectories of multiple intruders using binary proximity sensors

机译:通过使用二进制接近传感器推断多个入侵者的移动轨迹来进行主动巡逻调度监视系统

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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,我们考虑将巡逻人员分布在建筑物内的问题,以最大程度地抓住多个入侵者的可能性,同时最小化巡逻人员到达入侵者位置的距离。在我们解决问题的过程中,巡逻人员将获得由安装在建筑物中的二进制接近传感器网络收集的信息的帮助。我们声称,即使学习由于受限的物理环境而产生的常见运动子模式,也有助于找到入侵者的可能位置,在这些位置中,每个主要位置都使用传感器节点进行检测。我们使用一系列二进制检测事件来推断现实世界建筑物中可能的未来轨迹。对于推断出的未来轨迹上的给定可检测节点集,我们的目标是使用数量有限的巡逻人员来找到与入侵者的未来外观高度接触的最佳巡逻调度节点位置,理想情况下,其数量要少于入侵者。为了防止可能的犯罪并针对潜在的入侵者进行快速防御,我们的算法还尝试减少从巡逻当前位置到其派遣位置的行进距离。我们通过改变入侵者的数量,针对丢失事件的鲁棒性以及与实际基准实验(通过实际系统实验)相比的响应性,在检测准确性方面验证了我们提出的方案。

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