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
- Tianyi Wang (ORCID: https://orcid.org/0000-0001-8066-6408)
- Keisuke Shima (ORCID: https://orcid.org/0000-0002-6206-8663)
- Wenxu Sun (ORCID: https://orcid.org/0000-0003-3660-0609)
Institutions
- Yokohama National University (JP)
- Kyoto University (JP)
- Kyoto Katsura Hospital (JP)
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