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Vital Sign Monitoring Using FMCW Radar in Various Sleeping Scenarios

Year of publication

2020

Authors

Turppa, Emmi; Kortelainen, Juha M.; Antropov, Oleg; Kiuru, Tero

Abstract

Remote monitoring of vital signs for studying sleep is a user-friendly alternative to monitoring with sensors attached to the skin. For instance, remote monitoring can allow unconstrained movement during sleep, whereas detectors requiring a physical contact may detach and interrupt the measurement and affect sleep itself. This study evaluates the performance of a cost-effective frequency modulated continuous wave (FMCW) radar in remote monitoring of heart rate and respiration in scenarios resembling a set of normal and abnormal physiological conditions during sleep. We evaluate the vital signs of ten subjects in different lying positions during various tasks. Specifically, we aim for a broad range of both heart and respiration rates to replicate various real-life scenarios and to test the robustness of the selected vital sign extraction methods consisting of fast Fourier transform based cepstral and autocorrelation analyses. As compared to the reference signals obtained using Embla titanium, a certified medical device, we achieved an overall relative mean absolute error of 3.6% (86% correlation) and 9.1% (91% correlation) for the heart rate and respiration rate, respectively. Our results promote radar-based clinical monitoring by showing that the proposed radar technology and signal processing methods accurately capture even such alarming vital signs as minimal respiration. Furthermore, we show that common parameters for heart rate variability can also be accurately extracted from the radar signal, enabling further sleep analyses.
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Organizations and authors

Tampere University

Turppa Emmi

VTT Technical Research Centre of Finland Ltd

Turppa Emmi

Kortelainen Juha M.

Antropov Oleg Orcid -palvelun logo

Kiuru Tero

Publication type

Publication format

Article

Parent publication type

Journal

Article type

Original article

Audience

Scientific

Peer-reviewed

Peer-Reviewed

MINEDU's publication type classification code

A1 Journal article (refereed), original research

Publication channel information

Journal/Series

Sensors

Volume

20

Issue

22

Article number

6505

Pages

1-19

​Publication forum

67020

​Publication forum level

1

Open access

Open access in the publisher’s service

Yes

Open access of publication channel

Fully open publication channel

License of the publisher’s version

CC BY

Self-archived

Yes

Article processing fee (EUR)

1667

Year of payment for the open publication fee

2020

Other information

Fields of science

Physical sciences; Chemical sciences; Electronic, automation and communications engineering, electronics; Biochemistry, cell and molecular biology

Keywords

[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Internationality of the publisher

International

Language

English

International co-publication

No

Co-publication with a company

No

DOI

10.3390/s20226505

The publication is included in the Ministry of Education and Culture’s Publication data collection

Yes