Wital: A COTS WiFi Devices Based Vital Signs Monitoring System Using NLOS Sensing Model

Type: Article

Publication Date: 2023-04-19

Citations: 9

DOI: https://doi.org/10.1109/thms.2023.3264247

Abstract

Vital sign (breathing and heartbeat) monitoring is essential for patient care and sleep disease prevention. Most current solutions are based on wearable sensors or cameras; however, the former could affect sleep quality, while the latter often present privacy concerns. To address these shortcomings, we propose Wital, a contactless vital sign monitoring system based on low-cost and widespread commercial off-the-shelf (COTS) Wi-Fi devices. There are two challenges that need to be overcome. First, the torso deformations caused by breathing/heartbeats are weak. How can such deformations be effectively captured? Second, movements such as turning over affect the accuracy of vital sign monitoring. How can such detrimental effects be avoided? For the former, we propose a non-line-of-sight (NLOS) sensing model for modeling the relationship between the energy ratio of line-of-sight (LOS) to NLOS signals and the vital sign monitoring capability using Ricean K theory and use this model to guide the system construction to better capture the deformations caused by breathing/heartbeats. For the latter, we propose a motion segmentation method based on motion regularity detection that accurately distinguishes respiration from other motions, and we remove periods that include movements such as turning over to eliminate detrimental effects. We have implemented and validated Wital on low-cost COTS devices. The experimental results demonstrate the effectiveness of Wital in monitoring vital signs.

Locations

  • IEEE Transactions on Human-Machine Systems - View
  • arXiv (Cornell University) - View - PDF
  • INDIGO (University of Illinois at Chicago) - View - PDF
  • DataCite API - View

Similar Works

Action Title Year Authors
+ Wital: A COTS WiFi Devices Based Vital Signs Monitoring System Using NLOS Sensing Model 2021 Xiang Zhang
+ Wital: A COTS WiFi Devices Based Vital Signs Monitoring System Using NLOS Sensing Model 2023 Xiang Zhang
+ PDF Chat WiFi-Based Real-Time Breathing and Heart Rate Monitoring during Sleep 2019 Yu Gu
Xiang Zhang
Zhi Liu
Fuji Ren
+ WiFi-based Real-time Breathing and Heart Rate Monitoring during Sleep 2019 Yu Gu
Xiang Zhang
Zhi Liu
Fuji Ren
+ UbiBreathe: A Ubiquitous non-Invasive WiFi-based Breathing Estimator 2015 Heba Abdelnasser
Khaled A. Harras
Moustafa Youssef
+ PDF Chat Wi-Fi Beyond Communications: Experimental Evaluation of Respiration Monitoring and Motion Detection Using COTS Devices 2024 Jiuyu Liu
Yi Ma
Rahim Tafazolli
+ PDF Chat FarSense 2019 Youwei Zeng
Dan Wu
Jie Xiong
Enze Yi
Ruiyang Gao
Daqing Zhang
+ Passive Respiration Detection via mmWave Communication Signal Under Interference 2023 Kehan Wu
Renqi Chen
Haiyu Wang
Guang Wu
+ PDF Chat Wall-Proximity Matters: Understanding the Effect of Device Placement with Respect to the Wall for Indoor Wireless Sensing 2024 He Wang
Yunpeng Ge
Ivan Wang‐Hei Ho
+ PDF Chat SleepGuardian: An RF-Based Healthcare System Guarding Your Sleep from Afar 2020 Yu Gu
Yantong Wang
Zhi Liu
Jun Liu
Jie Li
+ On Goodness of WiFi based Monitoring of Vital Signs in the Wild 2020 Kamran Ali
Mohammed Alloulah
Fahim Kawsar
Alex X. Liu
+ On Goodness of WiFi based Monitoring of Vital Signs in the Wild 2020 Kamran Ali
Mohammed Alloulah
Fahim Kawsar
Alex X. Liu
+ SleepGuardian: An RF-based Healthcare System Guarding Your Sleep from Afar 2019 Yu Gu
Yantong Wang
Liu Zhi
Jun Liu
Jie Li
+ Hands-on Wireless Sensing with Wi-Fi: A Tutorial 2022 Zheng Yang
Yi Zhang
Guoxuan Chi
Guidong Zhang
+ When Healthcare Meets Off-the-Shelf WiFi: A Non-Wearable and Low-Costs Approach for In-Home Monitoring 2020 Lingchao Guo
Zhaoming Lu
Shuang Zhou
Xiangming Wen
Zhihong He
+ Non-contact Vital Signs Monitoring through Visible Light Sensing 2018 Hisham Abuella
Sabit Ekin
+ Non-contact Vital Signs Monitoring through Visible Light Sensing 2018 Hisham Abuella
Sabit Ekin
+ PDF Chat Non-Contact Vital Signs Monitoring Through Visible Light Sensing 2019 Hisham Abuella
Sabit Ekin
+ Contactless Human Activity Recognition using Deep Learning with Flexible and Scalable Software Define Radio 2023 Muhammad Zakir Khan
Jawad Ahmad
Wadii Boulila
Matthew Broadbent
Syed Aziz Shah
Anis Koubâa
Qammer H. Abbasi
+ PDF Chat Contactless Human Activity Recognition using Deep Learning with Flexible and Scalable Software Define Radio 2023 Muhammad Zakir Khan
Jawad Ahmad
Wadii Boulila
Matthew Broadbent
Syed Aziz Shah
Anis Koubâa
Qammer H. Abbasi

Works That Cite This (0)

Action Title Year Authors