FarSense: Pushing the Range Limit of WiFi-based Respiration Sensing with CSI Ratio of Two Antennas

07/09/2019
by   Youwei Zeng, et al.
0

The past few years have witnessed the great potential of exploiting channel state information retrieved from commodity WiFi devices for respiration monitoring. However, existing approaches only work when the target is close to the WiFi transceivers and the performance degrades significantly when the target is far away. On the other hand, most home environments only have one WiFi access point and it may not be located in the same room as the target. This sensing range constraint greatly limits the application of the proposed approaches in real life. This paper presents FarSense--the first real-time system that can reliably monitor human respiration when the target is far away from the WiFi transceiver pair. FarSense works well even when one of the transceivers is located in another room, moving a big step towards real-life deployment. We propose two novel schemes to achieve this goal: (1) Instead of applying the raw CSI readings of individual antenna for sensing, we employ the ratio of CSI readings from two antennas, whose noise is mostly canceled out by the division operation to significantly increase the sensing range; (2) The division operation further enables us to utilize the phase information which is not usable with one single antenna for sensing. The orthogonal amplitude and phase are elaborately combined to address the "blind spots" issue and further increase the sensing range. Extensive experiments show that FarSense is able to accurately monitor human respiration even when the target is 8 meters away from the transceiver pair, increasing the sensing range by more than 100 first system to enable through-wall respiration sensing with commodity WiFi devices and the proposed method could also benefit other sensing applications.

READ FULL TEXT

page 10

page 18

page 20

page 21

page 22

research
09/13/2021

Single-Target Real-Time Passive WiFi Tracking

Device-free human tracking is an essential ingredient for ubiquitous wir...
research
04/27/2022

Wireless LAN sensing with smart antennas

The paper targets the problem of human motion detection using Wireless L...
research
02/06/2020

On CSI-free Multi-Antenna Schemes for Massive Wireless Energy Transfer

Wireless Energy Transfer (WET) is emerging as a potential green enabler ...
research
05/29/2023

Complex CNN CSI Enhancer for Integrated Sensing and Communications

In this paper, we propose a novel complex convolutional neural network (...
research
10/29/2021

Frame-Capture-Based CSI Recomposition Pertaining to Firmware-Agnostic WiFi Sensing

With regard to the implementation of WiFi sensing agnostic according to ...
research
05/16/2023

On CSI-Free Multi-Antenna Schemes for Massive Wireless-Powered Underground Sensor Networks

Radio-frequency wireless energy transfer (WET) is a promising technology...
research
04/25/2023

Time-Selective RNN for Device-Free Multi-Room Human Presence Detection Using WiFi CSI

Human presence detection is a crucial technology for various application...

Please sign up or login with your details

Forgot password? Click here to reset