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Multiple People Identification Through Walls Using Off-the-Shelf WiFi

机译:多人使用墙壁识别墙壁的WiFi

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摘要

In this article, we are interested in through-wall gait-based identification of multiple people who are simultaneously walking in an area, using only the WiFi magnitude measurements of a small number of transceivers. This is a considerably challenging problem as the gait signatures of the walking people are mixed up in the WiFi measurements. In order to solve this problem, we propose a novel multidimensional framework, spanning time, frequency, and space domains, that can separate the signal reflected from each walking person and extract its corresponding gait content, in order to identify multiple people through walls. To the best of our knowledge, this is the first time that WiFi signals can identify multiple people in an area. We extensively validate our proposed system with 92 test experiments conducted in four different areas, where the WiFi transceivers are placed behind walls, and where two or three people (randomly selected from a pool of six test subjects) are walking in the area. Our system achieves an overall average accuracy of 82% in correctly identifying whether a person walking in the test experiment (referred to as a query) is the same as a candidate person, based on 6404 query-candidate test pairs. It is noteworthy that none of the test subjects/areas has been seen in the training phase.
机译:在本文中,我们对通过少量收发器的WiFi幅度测量同时行走的多个人的墙壁步态的基于墙壁步态的识别感兴趣。这是一个很大挑战性问题,因为步行人的步态在WiFi测量中混淆。为了解决这个问题,我们提出了一种新颖的多维框架,跨越时间,频率和空间域,其可以将信号分开,可以将信号分离为每个步行者反射并提取其相应的步态内容,以便识别多个人通过墙壁。据我们所知,这是WiFi信号首次可以识别一个地区的多人。我们广泛地验证了在四个不同区域进行的92个测试实验的提出的系统,其中WiFi收发器被放置在墙壁后面,其中两三个人(从六个测试对象的池中随机选择)在该地区行走。基于6404查询候选测试对,我们的系统在正确识别中,我们的系统在正确识别中达到82%的总体精度为82%,基于6404候选测试对。值得注意的是,在训练阶段没有任何测试主题/地区。

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