Short Communication: Continuous body movement-robust respiration rate detection using Frequency-Modulated Continuous Wave millimeter wave radar based on non-negative matrix factorization algorithm

This study presents a novel approach to monitoring respiration rate using frequency modulated continuous wave (FMCW) millimeter-wave radar, aiming to overcome the limitations of traditional non-contact methods. Fourteen participants were involved in an experiment that included alternating periods of stillness and left–right continuous body movement. Data analysis involved non-negative matrix factorization (NMF) and template matching (TM) techniques. Respiration measured by millimeter-wave radar was compared with ground truth measurements. Results demonstrated accurate respiration detection even during continuous body movement, with a significant correlation between radar-based measurements and ground truth data. This study pioneers radar-based respiration monitoring under continuous body movement conditions, offering promising implications for practical applications. • Non-contact respiration monitoring using FMCW millimeter-wave radar. • Novel approach for respiration monitoring even under continuous body movement. • Non-negative matrix factorization and template matching techniques for radar-based vital signal processing.

Authors

Institutions

Publication Details

Journal
Biomedical Signal Processing and Control
Published
2024-12-04
DOI
https://doi.org/10.1016/j.bspc.2024.107243
Citations
4
Primary Topic
Non-Invasive Vital Sign Monitoring
Type
article
Field-Weighted Citation Impact
0.74
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Short Communication: Continuous body movement-robust respiration rate detection using Frequency-Modulated Continuous Wave millimeter wave radar based on non-negative matrix factorization algorithm

Tianyi Wang, Keisuke Shima, Wenxu Sun
4 citations
Biomedical Signal Processing and Control
Non-Invasive Vital Sign Monitoring
0.74
article

Short Communication: Continuous body movement-robust respiration rate detection using Frequency-Modulated Continuous Wave millimeter wave radar based on non-negative matrix factorization algorithm

Tianyi Wang, Keisuke Shima, Wenxu Sun
article en
4 citations

Abstract

This study presents a novel approach to monitoring respiration rate using frequency modulated continuous wave (FMCW) millimeter-wave radar, aiming to overcome the limitations of traditional non-contact methods. Fourteen participants were involved in an experiment that included alternating periods of stillness and left–right continuous body movement. Data analysis involved non-negative matrix factorization (NMF) and template matching (TM) techniques. Respiration measured by millimeter-wave radar was compared with ground truth measurements. Results demonstrated accurate respiration detection even during continuous body movement, with a significant correlation between radar-based measurements and ground truth data. This study pioneers radar-based respiration monitoring under continuous body movement conditions, offering promising implications for practical applications. • Non-contact respiration monitoring using FMCW millimeter-wave radar. • Novel approach for respiration monitoring even under continuous body movement. • Non-negative matrix factorization and template matching techniques for radar-based vital signal processing.

Biomedical Signal Processing and ControlVol. 102
Yokohama National University (JP), Kyoto University (JP), Kyoto Katsura Hospital (JP)
Openalex Percentile: Top 31%
Non-Invasive Vital Sign Monitoring
0.74
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Short Communication: Continuous body movement-robust respiration rate detection using Frequency-Modulated Continuous Wave millimeter wave radar based on non-negative matrix factorization algorithm — Tianyi Wang, Keisuke Shima, et al. · Biomedical Signal Processing and Control (2024) | TGRS Research Map | TGRS