谷歌浏览器插件
订阅小程序
在清言上使用

Frequency Matters: Comparative Analysis of Low-Power FMCW Radars for Vital Sign Monitoring

IEEE transactions on instrumentation and measurement(2024)

引用 0|浏览3
暂无评分
摘要
Vital sign monitoring is a critical step in health assessment in clinical settings. A rising interest in contactless options is pushing for innovative solutions for heart rate (HR) and respiration rate (RR) estimation. Low-power millimeter-wave radars are emerging as a solution because of their invariance to lightning conditions, subject phenotype, and privacy guarantees. On the side, the robustness of radar-based systems is still a concern due to incomplete characterization of the systems, evaluation of different frequencies, and limited evaluation on human subjects. Moreover, low-power options have not been rigorously explored, despite their potential in ubiquitous deployment. This article evaluates three low-power frequency-modulated continuous wave (FMCW) radars with the frequencies of 24, 60, and 120 GHz, investigating their performance and the influence of the carrier frequency in vital sign estimation. An initial characterization of the displacement noise is conducted using a phantom device. Various techniques to enhance the signal to noise ratio (SNR) of the radar signal and the extraction of the chest displacement signal are combined. Finally, a lightweight and accurate algorithm based on the second-order derivative of the displacement is proposed, developed, and evaluated to assess the HR and RR. The evaluation is conducted for all three radar systems on a dataset with 24 subjects. We demonstrate with the experimental evaluation that the three systems accurately estimate the RR with a mean absolute error (MAE) of less than 2 brpm (+/- 3.05). The 60- and 120-GHz system estimates the HR accurately with an MAE of 1.8 +/- 3.1 bpm and 3.2 +/- 5.3 bpm, respectively, while the 24-GHz system is less effective with an MAE of 9.0 bpm, mainly due to its high noise profile. This evaluation demonstrates the feasibility of HR and RR with low-power FMCW radars, underlying the importance of the operating frequency, and the necessity of an appropriate characterization when designing the algorithms.
更多
查看译文
关键词
Radar,Heart rate,Monitoring,Estimation,Frequency modulation,Chirp,Frequency estimation,Biomedical systems,comparison,contactless,frequency-modulated continuous wave (FMCW),mmWave,radar,vital sign
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要