Passive Human Sensing with COTS Wi-Fi

Kun Qian
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引用次数: 1

Abstract

Recent advances in wireless sensing show promise for ubiquitous human activity recognition interface with Wi-Fi. Despite its attractiveness, multiple challenges still exist in bottom-up translation from CSI values to human activities, making existing approaches unready for practical use. To this end, we recognize three key challenges, non-coherent CSI measurements, context-dependent features and diverse human activities. Our preliminary results demonstrate the feasibility of CSI cleaning and passive human tracking. Based on the initial efforts, we propose the plan for further research.
基于COTS Wi-Fi的被动人体传感
无线传感领域的最新进展表明,通过Wi-Fi,无处不在的人类活动识别界面有望实现。尽管CSI价值观具有一定的吸引力,但在从CSI价值观到人类活动的自下而上的翻译过程中,仍然存在着诸多挑战,现有的方法尚不适合实际应用。为此,我们认识到三个关键挑战:不连贯的CSI测量,上下文相关的特征和多样化的人类活动。我们的初步结果证明了CSI清洗和被动人体跟踪的可行性。在初步研究的基础上,提出进一步研究的方案。
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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