4.6 Article

A medical radar system for non-contact vital sign monitoring and clinical performance evaluation in hospitalized older patients

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ELSEVIER SCI LTD
DOI: 10.1016/j.bspc.2022.103597

关键词

24 GHz radar; Vital signs; Signal quality; Cheyne-Stokes respiration; Sleep apnea

资金

  1. JSPS KAKENHI [19H02385]

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This paper presents a system for monitoring vital signs using medical radar, which automatically evaluates signal quality and eliminates unsatisfactory signals, while extracting heartbeat and respiration signals using the singular value decomposition method. The system shows good performance in both laboratory testing and real medical practice.
Medical radar plays an important role in non-contact vital sign monitoring. However, radar is sensitive and susceptible to noise that deteriorates signal quality, making its application unstable in medical practice settings. Previous studies have focused on detecting vital signs from radar output, but mainly used high-quality signals in laboratory settings. Therefore, signal quality evaluation to maintain good-quality signals for processing is crucial for radar applications. This paper presents a vital sign monitoring system using medical radar that automatically evaluates signal quality to eliminate unsatisfactory signals using the support-vector machine and to extract heartbeat and respiration signals using the singular value decomposition method. To evaluate the system performance, we tested it on 10 healthy subjects and compared the obtained vital signs with those measured using a contact-type ECG device and a respiration belt. Two evaluation steps were conducted. First, we measured 10 subjects for evaluating the signal quality in a laboratory setting. The results showed that the accuracy for each subject archive was 93.2%-100%. Second, we extracted vital signs including respiration rate (RR) and the heart rate (HR) following signal quality classification. The results showed RR and HR deviation from 0 to 1 bpm, and 0 to 4 bpm, respectively. Moreover, the system was applied in a real medical practice setting for continuously monitoring the bedside of hospitalized older patients at a hospital.

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