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Deep AI Enabled Ubiquitous Wireless Sensing: A Survey

Authors:

Yunhao LiuAuthors Info & Claims

ACM Computing Surveys (CSUR), Volume 54, Issue 2

Article No.: 32, Pages 1 - 35

https://doi.org/10.1145/3436729

Published: 08 March 2021 Publication History

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Abstract

With the development of the Internet of Things (IoT), many kinds of wireless signals (e.g., Wi-Fi, LoRa, RFID) are filling our living and working spaces nowadays. Beyond communication, wireless signals can sense the status of surrounding objects, known as wireless sensing, with their reflection, scattering, and refraction while propagating in space. In the last decade, many sophisticated wireless sensing techniques and systems were widely studied for various applications (e.g., gesture recognition, localization, and object imaging). Recently, deep Artificial Intelligence (AI), also known as Deep Learning (DL), has shown great success in computer vision. And some works have initially proved that deep AI can benefit wireless sensing as well, leading to a brand-new step toward ubiquitous sensing. In this survey, we focus on the evolution of wireless sensing enhanced by deep AI techniques. We first present a general workflow of Wireless Sensing Systems (WSSs) which consists of signal pre-processing, high-level feature, and sensing model formulation. For each module, existing deep AI-based techniques are summarized, further compared with traditional approaches. Then, we provide a view of issues and challenges induced by combining deep AI and wireless sensing together. Finally, we discuss the future trends of deep AI to enable ubiquitous wireless sensing.

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Liu TChen ZWan KLiang J(2024)D-optimality Criterion-based Link Selection for Device-Free Localization in Wireless Networks2024 43rd Chinese Control Conference (CCC)10.23919/CCC63176.2024.10662325(6170-6175)Online publication date: 28-Jul-2024
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Cao ZLi CLiu LZhang M(2024)WiVelo: Fine-grained Wi-Fi Walking Velocity EstimationACM Transactions on Sensor Networks10.1145/366419620:4(1-21)Online publication date: 8-Jul-2024
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Zhao XWang GAn ZPan QYang LOkoshi TKo JLiKamWa R(2024)Understanding Localization by a Tailored GPTProceedings of the 22nd Annual International Conference on Mobile Systems, Applications and Services10.1145/3643832.3661869(318-330)Online publication date: 3-Jun-2024
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Index Terms

Deep AI Enabled Ubiquitous Wireless Sensing: A Survey
1. General and reference
  1. Document types
    1. Surveys and overviews
2. Human-centered computing
  1. Ubiquitous and mobile computing
    1. Ubiquitous and mobile computing systems and tools

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cover image ACM Computing Surveys

ACM Computing Surveys Volume 54, Issue 2

March 2022

800 pages

ISSN:0360-0300

EISSN:1557-7341

DOI:10.1145/3450359

Editor:
Albert Zomaya
University of Sydney, Australia

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Publication History

Published: 08 March 2021

Accepted: 01 November 2020

Revised: 01 September 2020

Received: 01 June 2020

Published in CSUR Volume 54, Issue 2

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Liu TChen ZWan KLiang J(2024)D-optimality Criterion-based Link Selection for Device-Free Localization in Wireless Networks2024 43rd Chinese Control Conference (CCC)10.23919/CCC63176.2024.10662325(6170-6175)Online publication date: 28-Jul-2024
https://doi.org/10.23919/CCC63176.2024.10662325
Cao ZLi CLiu LZhang M(2024)WiVelo: Fine-grained Wi-Fi Walking Velocity EstimationACM Transactions on Sensor Networks10.1145/366419620:4(1-21)Online publication date: 8-Jul-2024
https://dl.acm.org/doi/10.1145/3664196
Zhao XWang GAn ZPan QYang LOkoshi TKo JLiKamWa R(2024)Understanding Localization by a Tailored GPTProceedings of the 22nd Annual International Conference on Mobile Systems, Applications and Services10.1145/3643832.3661869(318-330)Online publication date: 3-Jun-2024
https://dl.acm.org/doi/10.1145/3643832.3661869
Hou NXia XWang YZheng Y(2024)One Shot for All: Quick and Accurate Data Aggregation for LPWANsIEEE/ACM Transactions on Networking10.1109/TNET.2024.335379232:3(2285-2298)Online publication date: Jun-2024
https://doi.org/10.1109/TNET.2024.3353792
Wu YHan JJian ZXu W(2024)Human Voice Sensing Through Radio Frequency Technologies: A Comprehensive ReviewIEEE Transactions on Instrumentation and Measurement10.1109/TIM.2024.338125273(1-20)Online publication date: 2024
https://doi.org/10.1109/TIM.2024.3381252
Wang JZhao SLv YLiu XGao QPan M(2024)Cross-Scenario Device-Free Gesture Recognition Based on Parallel Adversarial NetworkIEEE Transactions on Cognitive Communications and Networking10.1109/TCCN.2023.334586910:3(893-904)Online publication date: Jun-2024
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Kindt PTuretta CDemrozi FMasrur APravadelli GChakraborty S(2024)WirelessEye - Seeing over WiFi Made Accessible2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops)10.1109/PerComWorkshops59983.2024.10503162(562-567)Online publication date: 11-Mar-2024
https://doi.org/10.1109/PerComWorkshops59983.2024.10503162
Ahmad IUllah AChoi W(2024)WiFi-Based Human Sensing With Deep Learning: Recent Advances, Challenges, and OpportunitiesIEEE Open Journal of the Communications Society10.1109/OJCOMS.2024.34115295(3595-3623)Online publication date: 2024
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Chi GZhang GDing XMa QYang ZDu ZXiao HLiu Z(2024)XFall: Domain Adaptive Wi-Fi-Based Fall Detection With Cross-Modal SupervisionIEEE Journal on Selected Areas in Communications10.1109/JSAC.2024.341399742:9(2457-2471)Online publication date: 14-Jun-2024
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Wu JWang JDai TGao QPan M(2024)Trajectory Features-Based Robust Device-Free Gesture Recognition Using mmWave SignalsIEEE Internet of Things Journal10.1109/JIOT.2024.336043411:10(18123-18135)Online publication date: 15-May-2024
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