Modeling the Magnitude and Phase of Multipath UWB Signals for the Use in Passive Localization

Marco Cimdins, S. Schmidt, H. Hellbrück
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引用次数: 9

Abstract

Radio-frequency (RF)-based device-free localization (DFL) systems measure RF parameters such as the received signal strength or channel state information to detect and track objects within a certain area. However, the change of the RF signal caused by the object is superimposed with various changes of the RF signal due to multipath propagation, especially in indoor environments. In this paper, we develop a model for ultra-wideband (UWB) channel impulse response (CIR) measurements for application in DFL systems. The model predicts received signal parameters in a setup with a transmitter and a receiver node, a person and multipath propagation. Different from other approaches, the RF hardware, and the model provides both magnitude and phase information for individual multipath components. We evaluate the new model with real measurements that have been conducted with a Decawave DW1000 radio chip. For the magnitudes, we achieved a correlation factor from 0.78 to 0.87 and maximum mean and standard deviation errors of 1.7 dB and 2.2 dB respectively. For the phase, we achieved correlation factor from 0.6 to 0.81 and maximum mean and standard deviation errors of 0.32 dB and 0.47 dB respectively, showing that the prediction of our proposed model for the magnitude and phase fits well to our measurements.
用于无源定位的多径UWB信号的幅度和相位建模
基于射频(RF)的无设备定位(DFL)系统测量射频参数,如接收到的信号强度或信道状态信息,以检测和跟踪特定区域内的物体。然而,由于物体引起的射频信号变化叠加了射频信号由于多径传播而产生的各种变化,特别是在室内环境中。在本文中,我们建立了一个应用于DFL系统的超宽带(UWB)信道脉冲响应(CIR)测量模型。该模型预测了具有一个发送和一个接收节点、一个人和多径传播的设置下接收信号的参数。与其他方法不同,射频硬件和模型为单个多径组件提供幅度和相位信息。我们用Decawave DW1000无线电芯片进行的实际测量来评估新模型。对于震级,我们获得了0.78 ~ 0.87的相关因子,最大平均和标准偏差分别为1.7 dB和2.2 dB。相位的相关系数在0.6 ~ 0.81之间,最大平均误差和标准差分别为0.32 dB和0.47 dB,表明我们提出的模型对震级和相位的预测与我们的测量结果吻合良好。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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