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Evaluating Roving Patrol Effectiveness by GPS Trajectory

机译:通过GPS轨迹评估巡逻效率

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摘要

Roving patrol plays a very important role in strengthening safety within campuses or communities through their patrol around the target. In fact, there maybe exist some patrolmen who do not work efficiently. Therefore, it is useful to quantitatively evaluate their roving effectiveness. The widespread use of global positioning system (GPS) and GPS data logger have generated huge amount of trajectory data. It is a good way to evaluate the effectiveness. In this paper, we present the roving patrol effectiveness evaluation (RPEE) model by GPS Trajectory. Firstly, GPS data is pre-processed by redundancy reducing, trajectory segmentation and abnormality filtering. And then, evaluation index system is established based on the indicators extracted from trajectories by using statistical analysis. Finally, RPEE is conducted by using fuzzy comprehensive evaluation method. In this procedure, the weight distribution for indicators is determined by analytic hierarchy process. We evaluate the model by using the GPS data collected at 11 distinct patrol areas over a period of six months in the real world. The experimental results show that: indicators, such as the total effective patrol time, the phenomenon of staying, and the roving patrols at each checkpoint, etc., can be obtained objectively for RPEE.
机译:巡逻巡逻通过在目标周围巡逻,在加强校园或社区内的安全方面起着非常重要的作用。实际上,可能存在一些巡逻员工作效率低下的情况。因此,定量评估其粗纱效果是有用的。全球定位系统(GPS)和GPS数据记录器的广泛使用产生了大量的轨迹数据。这是评估有效性的好方法。在本文中,我们提出了基于GPS弹道的巡逻巡逻效能评估(RPEE)模型。首先,通过减少冗余,轨迹分割和异常过滤对GPS数据进行预处理。然后,基于从轨迹中提取的指标,通过统计分析,建立评价指标体系。最后,采用模糊综合评价法进行了RPEE。在此过程中,指标的权重分布是通过层次分析法确定的。我们使用六个月来在真实世界中的11个不同巡逻地区收集的GPS数据对模型进行评估。实验结果表明:对于RPEE,可以客观地获得总有效巡逻时间,停留现象和每个检查点的巡回巡逻等指标。

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