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Wi-Count: Passing People Counting with COTS WiFi Devices

机译:Wi-Count:使用COTS WiFi设备进行计数

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People counting provides valuable information on population mobility and human dynamics, which plays a critical role for intelligent crowd control and retail management. Recently, people counting has been achieved via radio-frequency signals as human presence can influence the propagation of wireless signals, from which the information of the moving crowd can be extracted. However, most of the existing studies using wireless signals only apply to the scenario when people keep moving all the time. Besides, they require labour-intensive training phase for building the counting model. In the Wi-Count system, we take another approach, which is to count the people passing by the doorway with COTS WiFi devices. It can not only detect the passing direction, but also identify the number of people even when multiple persons pass by concurrently without regulating passing behavior and pre-trained counting model. The passing direction is recognized by modeling the effects of the bi-directional passing behavior on the phase difference of WiFi signals. In addition, the number of passing people is obtained through an enhanced signal separation algorithm for providing precise counting result. Extensive experiments show the average accuracy on passing direction detection and passing people counting are about 95% and 92% respectively.
机译:人数统计可提供有关人口流动性和人类动态的宝贵信息,这对于智能人群控制和零售管理起着至关重要的作用。近来,由于人类的存在会影响无线信号的传播,因此可以通过射频信号进行人数计数,从中可以提取移动人群的信息。但是,大多数使用无线信号的现有研究仅适用于人们一直在移动的情况。此外,他们需要劳动密集型培训阶段来建立计数模型。在Wi-Count系统中,我们采用了另一种方法,即使用COTS WiFi设备对通过门口的人进行计数。它不仅可以检测通过的方向,而且即使没有人同时通过,也可以识别人数,而无需调节通过行为和预先训练的计数模型。通过对双向通过行为对WiFi信号相位差的影响进行建模,可以识别通过方向。此外,通过增强的信号分离算法可获取通过人数,以提供精确的计数结果。大量实验表明,通过方向检测和通过人数统计的平均准确率分别约为95%和92%。

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