利用 Wi-Fi 信道状态信息、预处理技术和检测算法的无线传感应用:调查

IF 4.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Jesus A. Armenta-Garcia, Felix F. Gonzalez-Navarro, Jesus Caro-Gutierrez
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引用次数: 0

摘要

最近,使用 Wi-Fi 设备作为传感技术引起了广泛关注,并得到了大量应用。这一趋势催生了所谓的 Wi-Fi 传感技术。这种创新方法是通过分析 Wi-Fi 通信信道的信道状态信息(CSI)实现的,而信道状态信息可以通过帧前导码计算出来。CSI 可捕捉信号传播过程中的多径效应、衰减和相移,以及由物体或人的反射等引起的其他衰减效应。该领域的广泛研究表明,假设这些效应的起因是人,则可以利用这些效应进行传感,从而开发出活动识别、手势识别和生命体征监测等 Wi-Fi 传感应用。本调查报告重点介绍了 Wi-Fi 传感应用的最新研究成果和进展,确定并揭示了重要应用。每篇入选论文都强调了以下几个部分:数据收集、数据预处理、检测算法、性能和应用,因为这些都是 Wi-Fi 传感系统运行方法的一部分。此外,还介绍了 Wi-Fi 传感中常用的技术和工具。最后,还讨论了 Wi-Fi 作为无线传感技术目前面临的挑战以及应对这些挑战的可能方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Wireless sensing applications with Wi-Fi Channel State Information, preprocessing techniques, and detection algorithms: A survey

Recently, using Wi-Fi devices as sensing technology has garnered significant attention and found numerous applications. This trend has given birth to what is known as Wi-Fi sensing. This innovative approach has been made possible by analyzing the Channel State Information (CSI) of the Wi-Fi communication channel, which can be calculated from the frame preamble. CSI captures multipath effects, attenuations, and phase shifts in signal propagation, among other fading effects caused, for example, by reflection with objects or a person. Extensive research in this field has revealed that these effects can be utilized for sensing purposes, supposing that the cause of the effects is a person, leading to the development of Wi-Fi sensing applications such as Activity Recognition, Gesture Recognition, and Vital Signs monitoring. This Survey highlights recent works and advances in Wi-Fi sensing applications, identifying and exposing significant applications. For each paper selected, the following sections have been emphasized: Data Collection, Data Preprocessing, Detection Algorithm, Performance, and Application, as these are part of the methodology followed for the functioning of Wi-Fi sensing systems. Furthermore, the techniques and tools commonly used in Wi-Fi sensing are described. Finally, the current challenges associated with Wi-Fi as a wireless sensing technology and possible ways to address these challenges are discussed.

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来源期刊
Computer Communications
Computer Communications 工程技术-电信学
CiteScore
14.10
自引率
5.00%
发文量
397
审稿时长
66 days
期刊介绍: Computer and Communications networks are key infrastructures of the information society with high socio-economic value as they contribute to the correct operations of many critical services (from healthcare to finance and transportation). Internet is the core of today''s computer-communication infrastructures. This has transformed the Internet, from a robust network for data transfer between computers, to a global, content-rich, communication and information system where contents are increasingly generated by the users, and distributed according to human social relations. Next-generation network technologies, architectures and protocols are therefore required to overcome the limitations of the legacy Internet and add new capabilities and services. The future Internet should be ubiquitous, secure, resilient, and closer to human communication paradigms. Computer Communications is a peer-reviewed international journal that publishes high-quality scientific articles (both theory and practice) and survey papers covering all aspects of future computer communication networks (on all layers, except the physical layer), with a special attention to the evolution of the Internet architecture, protocols, services, and applications.
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