基于联合压缩感知的无线网络定位

Sofia Nikitaki, P. Tsakalides
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引用次数: 32

摘要

位置传感是支持无线通信服务的基础。本文利用在室内定位环境中观察到的信号相关结构,通过有限数量的信号强度测量提供准确的位置估计。由于移动设备的处理能力和电池容量有限,所提出的接收信号强度定位协议通过在接入点(ap)执行位置估计来避免在移动设备上增加额外的计算开销。由于ap观测来自移动设备的相关信号,该方法利用接收到的测量数据的共同结构,以便精确地联合估计位置。通过实验,量化了系统参数对定位误差的影响,对所提出的方案进行了评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Localization in wireless networks based on jointly compressed sensing
Location sensing is fundamental for supporting wireless communications services. This paper exploits the signal correlation structure observed in an indoor localization environment in order to provide accurate position estimation by means of a limited amount of signal-strength measurements. Because the mobile devices have limited processing power and battery capacity, the proposed received signal-strength localization protocol avoids putting on extra computational overhead on the mobile device by performing the position estimation at the Access Points (APs). Since the APs observe correlated signals from the mobile devices, the introduced method exploits the common structure of the received measurements in order to jointly estimate the positions precisely. The evaluation of the proposed protocol is performed on real laboratory data through experiments that quantify the impact of the system parameters on the location error.
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