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Respiration and Heart Rate Monitoring in Smart Homes: An Angular-Free Approach with an FMCW Radar.
Pouya Mehrjouseresht1, Reda El Hail2,3, Peter Karsmakers2,3
1Waves: Core Research and Engineering (WaveCoRE), Department of Electrical Engineering (ESAT), KU Leuven, B-3001 Leuven, Belgium.
Sensors (Basel, Switzerland)
|April 27, 2024
Summary
This study introduces a novel radar system for wide-angle vital sign monitoring in smart homes. The system accurately tracks breathing and heart rates using continuous wavelet transform (CWT) analysis.
Area of Science:
- Biomedical Engineering
- Signal Processing
- Smart Home Technology
Background:
- Continuous monitoring of vital signs is crucial for smart home healthcare applications.
- Existing methods for vital sign monitoring may have limitations in range and angle coverage.
- Radar technology offers a non-contact method for physiological monitoring.
Purpose of the Study:
- To develop and validate a wide-angle vital sign monitoring system using indoor radar.
- To enable real-time extraction of breathing and heart rates from reflected radar signals.
- To assess the system's performance in a smart home environment.
Main Methods:
- Utilizing a multi-input multi-output (MIMO) millimeter-wave FMCW radar for person tracking.
- Implementing an automatic beam-focusing mechanism on static subjects.
- Applying continuous wavelet transform (CWT) analysis to extract vital signs from radar signals.
- Employing Bland-Altman plots for performance evaluation against a reference.
Main Results:
- The system successfully monitored vital signs within a range of 1.15 to 2.3 m and an angular span of -44.8 to +44.8 degrees.
- Average differences of -1.5 BPM for heart rate and 0.06 BPM for breathing rate were observed compared to the reference.
- Real-time vital sign extraction was achieved by leveraging the radar's on-chip processor.
Conclusions:
- The proposed radar-based approach provides effective wide-angle vital sign monitoring for smart home applications.
- The system demonstrates high accuracy and real-time capabilities for non-contact physiological measurements.
- This technology holds potential for enhanced remote patient monitoring and elderly care within smart homes.
Keywords:
FMCW radarbeamformingsmart homestwo-dimensional localizationvital signswide angular monitoring
