Robust Device-Free mmWave Sensing With Specular Reflection Interference Mitigation

IF 7.7 2区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Yulin Liu;Jie Wang;Qinghua Gao;Miao Pan;Yuguang Fang
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引用次数: 0

Abstract

Device-Free mmWave Sensing (DFWS) could sense target state by analyzing how target activities influence the surrounding mmWave signals. It has emerged as a promising sensing technology. However, when employing DFWS indoors, specular reflection interference arises due to the specular reflectors. This interference often induces ghost targets, impacting the accurate estimation of the number and position of targets, resulting in degradation in sensing performance. To tackle this issue, we delve into the generation mechanism of specular reflection interference and analyze its multi-domain characteristics. Through exploration, we discern its temporal sparsity, spatial symmetry or collinearity, and frequency correlation characteristics, and propose four metrics to measure them, accordingly. Specifically, we propose a temporal characteristic quantitative evaluation metric based on identity matching, spatial symmetry and collinearity quantitative evaluation metrics based on geometric analysis, and a frequency correlation quantitative evaluation metric based on Doppler velocity correction, respectively. Based on these metrics, we design a novel Specular Reflection Interference Mitigation (SRIM) method and develop a robust SRIM-DFWS prototype system based on a 60 GHz mmWave radar to validate our proposed method. Experimental results demonstrate that our proposed method could achieve accurate and effective mitigation of specular reflection interference in device-free target tracking.
具有镜面反射干扰抑制的鲁棒无器件毫米波传感
无设备毫米波传感(DFWS)通过分析目标活动对周围毫米波信号的影响来感知目标状态。它已经成为一种很有前途的传感技术。然而,在室内使用DFWS时,由于镜面反射器的存在,会产生镜面反射干扰。这种干扰往往会诱发幽灵目标,影响目标数量和位置的准确估计,导致传感性能下降。为了解决这一问题,我们深入研究了镜面反射干涉的产生机理,并分析了其多域特性。通过探索,我们发现了它的时间稀疏性、空间对称性或共线性以及频率相关特征,并据此提出了四个度量指标。具体而言,我们分别提出了基于身份匹配的时间特征定量评价指标、基于几何分析的空间对称性和共线性定量评价指标以及基于多普勒速度校正的频率相关性定量评价指标。基于这些指标,我们设计了一种新的镜面反射干扰缓解(SRIM)方法,并开发了一个基于60 GHz毫米波雷达的鲁棒SRIM- dfws原型系统来验证我们提出的方法。实验结果表明,该方法能够准确有效地抑制无装置目标跟踪中的镜面反射干扰。
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来源期刊
IEEE Transactions on Mobile Computing
IEEE Transactions on Mobile Computing 工程技术-电信学
CiteScore
12.90
自引率
2.50%
发文量
403
审稿时长
6.6 months
期刊介绍: IEEE Transactions on Mobile Computing addresses key technical issues related to various aspects of mobile computing. This includes (a) architectures, (b) support services, (c) algorithm/protocol design and analysis, (d) mobile environments, (e) mobile communication systems, (f) applications, and (g) emerging technologies. Topics of interest span a wide range, covering aspects like mobile networks and hosts, mobility management, multimedia, operating system support, power management, online and mobile environments, security, scalability, reliability, and emerging technologies such as wearable computers, body area networks, and wireless sensor networks. The journal serves as a comprehensive platform for advancements in mobile computing research.
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