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2022-04-09
摘要翻译:
本文讨论了使用商用无线设备进行双站射频信道测量的非接触呼吸传感系统的性能。已发表的研究通常是在一个系统上进行简短的受控实验的结果。在这篇论文中,我们部署了一个广泛的现实世界的比较人类主题研究。我们观察了20名患者的夜间睡眠(总共160小时),在此期间接触传感器记录地面真实呼吸数据,患者位置被记录,四个不同的RF呼吸监测系统同时记录测量。我们评估已发表的方法和算法。我们发现,WiFi信道状态信息测量提供了测试的四个RF系统中最稳健的呼吸速率估计。然而,所有四个射频系统都有一段时间,在此期间,基于射频的呼吸估计是不可靠的。
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英文标题:
《Comparing Respiratory Monitoring Performance of Commercial Wireless
  Devices》
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作者:
Peter Hillyard, Anh Luong, Alemayehu Solomon Abrar, Neal Patwari,
  Krishna Sundar, Robert Farney, Jason Burch, Christina A. Porucznik, Sarah
  Hatch Pollard
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最新提交年份:
2018
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分类信息:

一级分类:Electrical Engineering and Systems Science        电气工程与系统科学
二级分类:Signal Processing        信号处理
分类描述:Theory, algorithms, performance analysis and applications of signal and data analysis, including physical modeling, processing, detection and parameter estimation, learning, mining, retrieval, and information extraction. The term "signal" includes speech, audio, sonar, radar, geophysical, physiological, (bio-) medical, image, video, and multimodal natural and man-made signals, including communication signals and data. Topics of interest include: statistical signal processing, spectral estimation and system identification; filter design, adaptive filtering / stochastic learning; (compressive) sampling, sensing, and transform-domain methods including fast algorithms; signal processing for machine learning and machine learning for signal processing applications; in-network and graph signal processing; convex and nonconvex optimization methods for signal processing applications; radar, sonar, and sensor array beamforming and direction finding; communications signal processing; low power, multi-core and system-on-chip signal processing; sensing, communication, analysis and optimization for cyber-physical systems such as power grids and the Internet of Things.
信号和数据分析的理论、算法、性能分析和应用,包括物理建模、处理、检测和参数估计、学习、挖掘、检索和信息提取。“信号”一词包括语音、音频、声纳、雷达、地球物理、生理、(生物)医学、图像、视频和多模态自然和人为信号,包括通信信号和数据。感兴趣的主题包括:统计信号处理、谱估计和系统辨识;滤波器设计;自适应滤波/随机学习;(压缩)采样、传感和变换域方法,包括快速算法;用于机器学习的信号处理和用于信号处理应用的机器学习;网络与图形信号处理;信号处理中的凸和非凸优化方法;雷达、声纳和传感器阵列波束形成和测向;通信信号处理;低功耗、多核、片上系统信号处理;信息物理系统的传感、通信、分析和优化,如电网和物联网。
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一级分类:Physics        物理学
二级分类:Medical Physics        医学物理学
分类描述:Radiation therapy. Radiation dosimetry. Biomedical imaging modelling.  Reconstruction, processing, and analysis. Biomedical system modelling and analysis. Health physics. New imaging or therapy modalities.
放射治疗。辐射剂量学。生物医学成像建模。重建、处理和分析。生物医学系统建模与分析。健康物理学。新的成像或治疗方式。
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英文摘要:
  This paper addresses the performance of systems which use commercial wireless devices to make bistatic RF channel measurements for non-contact respiration sensing. Published research has typically presented results from short controlled experiments on one system. In this paper, we deploy an extensive real-world comparative human subject study. We observe twenty patients during their overnight sleep (a total of 160 hours), during which contact sensors record ground-truth breathing data, patient position is recorded, and four different RF breathing monitoring systems simultaneously record measurements. We evaluate published methods and algorithms. We find that WiFi channel state information measurements provide the most robust respiratory rate estimates of the four RF systems tested. However, all four RF systems have periods during which RF-based breathing estimates are not reliable.
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PDF链接:
https://arxiv.org/pdf/1807.06767
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