Non-Contact Monitoring of Human Vital Signs Using FMCW Millimeter Wave Radar in the 120 GHz Band.
adaptive notch
fast independent component analysis
frequency correction
millimeter wave radar
narrow beam
non-contact measurement
Journal
Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366
Informations de publication
Date de publication:
13 Apr 2021
13 Apr 2021
Historique:
received:
06
03
2021
revised:
29
03
2021
accepted:
10
04
2021
entrez:
30
4
2021
pubmed:
1
5
2021
medline:
4
5
2021
Statut:
epublish
Résumé
A non-contact heartbeat/respiratory rate monitoring system was designed using narrow beam millimeter wave radar. Equipped with a special low sidelobe and small-sized antenna lens at the front end of the receiving and transmitting antennas in the 120 GHz band of frequency-modulated continuous-wave (FMCW) system, this sensor system realizes the narrow beam control of radar, reduces the interference caused by the reflection of other objects in the measurement background, improves the signal-to-clutter ratio (SCR) of the intermediate frequency signal (IF), and reduces the complexity of the subsequent signal processing. In order to solve the problem that the accuracy of heart rate is easy to be interfered with by respiratory harmonics, an adaptive notch filter was applied to filter respiratory harmonics. Meanwhile, the heart rate obtained by fast Fourier transform (FFT) was modified by using the ratio of adjacent elements, which helped to improve the accuracy of heart rate detection. The experimental results show that when the monitoring system is 1 m away from the human body, the probability of respiratory rate detection error within ±2 times for eight volunteers can reach 90.48%, and the detection accuracy of the heart rate can reach 90.54%. Finally, short-term heart rate measurement was realized by means of improved empirical mode decomposition and fast independent component analysis algorithm.
Identifiants
pubmed: 33924439
pii: s21082732
doi: 10.3390/s21082732
pmc: PMC8070581
pii:
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Références
IEEE Trans Biomed Eng. 2014 Mar;61(3):725-35
pubmed: 24235293
IEEE J Transl Eng Health Med. 2014 Oct 31;2:1800912
pubmed: 27170871
Sensors (Basel). 2016 Nov 06;16(11):
pubmed: 27827976
IEEE Trans Neural Netw. 2011 Nov;22(11):1809-22
pubmed: 21968732
Sensors (Basel). 2019 Apr 01;19(7):
pubmed: 30939799
Sensors (Basel). 2016 Jul 26;16(8):
pubmed: 27472330
IEEE Trans Biomed Eng. 2011 Jun;58(6):1839-45
pubmed: 21382761