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GSM-CommSense-based through-the-wall sensing

机译:基于GSM-CommSense的穿墙感应

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摘要

We have recently proposed a scheme to use the channel equalization blocks of telecommunication systems to sense changes in an environment. We call this communication-sensing, CommSense for short. After some initial positive results we tried to use our global system for mobile communication (GSM) based CommSense system for a through-thewall sensing application. As the system was inherently highly underdetermined we used statistical machine learning techniques to help us sense environmental changes in the behind-the-wall experiments. We observed that with limited amount of data per GSM frame of 577 mu s a person can be detected across a wall to an accuracy of 77: 458% and a person carrying a weapon can be detected to an accuracy of 95: 208%. We present details of the experiments and the encouraging results that we have obtained in this article.
机译:我们最近提出了一种使用电信系统的信道均衡块来感知环境变化的方案。我们简称为通讯感知CommSense。在取得一些初步的积极成果之后,我们尝试将基于全球移动通信(GSM)的CommSense系统用于全墙感应应用。由于系统固有的不确定性,我们使用统计机器学习技术来帮助我们在墙下实验中感知环境变化。我们观察到,每GSM帧有577毫秒的有限数据量,可以跨墙检测到一个人的准确度为77:458%,而携带武器的人可以检测到的准确度为95:208%。我们介绍了实验的详细信息以及我们在本文中获得的令人鼓舞的结果。

著录项

  • 来源
    《Remote sensing letters 》 |2018年第3期| 247-256| 共10页
  • 作者单位

    Univ Cape Town, Elect Engn Dept, ZA-7700 Cape Town, South Africa;

    Univ Cape Town, Elect Engn Dept, ZA-7700 Cape Town, South Africa;

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  • 正文语种 eng
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