IEEE Transactions on Mobile Computing · 2023 · 61 citations · 40 references
EngineeringBioengineeringBiomedical EngineeringBiomedical Signal ProcessingSensor FusionSensorsDigital Signal ProcessingRadar Signal ProcessingRadar SystemsSignal ProcessingVital SignsWearable Health TechnologiesCamera FusionCardiovascular Vital SignsDynamic Environment LocalizationFrequency EstimationHeartbeat MonitoringSensingVital Sign AnalysisWearable Health Monitoring
Contact-free vital sign monitoring, which uses wireless signals for recognizing human vital signs (i.e, breath and heartbeat), is an attractive solution to health and security. However, the subject’s body movement and the change in actual environments can result in inaccurate frequency estimation of heartbeat and respiratory. In this paper, we propose a robust mmWave radar and camera fusion system for monitoring vital signs, which can perform consistently well in dynamic scenarios, e.g., when some people move around the subject to be tracked, or a subject waves his/her arms and marches on the spot. Three major processing modules are developed in the system, to enable robust sensing. First, we utilize a camera to assist a mmWave radar to accurately localize the subjects of interest. Second, we exploit the calculated subject position to form transmitting and receiving beamformers, which can improve the reflected power from the targets and weaken the impact of dynamic interference. Third, we propose a weighted multi-channel Variational Mode Decomposition (WMC-VMD) algorithm to separate the weak vital sign signals from the dynamic ones due to subject’s body movement. Experimental results show that, the 90th percentile errors in respiration rate (RR) and heartbeat rate (HR) are less than 0.5 RPM (respirations per minute) and 6 BPM (beats per minute), respectively.
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A Mathematical Theory of Communication
Claude E. Shannon · Bell System Technical Journal · 1948 · 80.7K citations
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Remote Monitoring of Human Vital Signs Using mm-Wave FMCW Radar
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Engineering, Biomedical Engineering, Electrical Engineering +17