Suppr超能文献

胸带式加速度计和陀螺仪在心率和呼吸率监测方面的性能比较。

Comparison between Chest-Worn Accelerometer and Gyroscope Performance for Heart Rate and Respiratory Rate Monitoring.

机构信息

Unit of Measurements and Biomedical Instrumentation, Department of Engineering, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 21, 00128 Rome, Italy.

School of Engineering, Newcastle University, Newcastle upon Tyne NE1 7RU, UK.

出版信息

Biosensors (Basel). 2022 Oct 6;12(10):834. doi: 10.3390/bios12100834.

Abstract

The demand for wearable devices to simultaneously monitor heart rate (HR) and respiratory rate (RR) values has grown due to the incidence increase in cardiovascular and respiratory diseases. The use of inertial measurement unit (IMU) sensors, embedding both accelerometers and gyroscopes, may ensure a non-intrusive and low-cost monitoring. While both accelerometers and gyroscopes have been assessed independently for both HR and RR monitoring, there lacks a comprehensive comparison between them when used simultaneously. In this study, we used both accelerometers and gyroscopes embedded in a single IMU sensor for the simultaneous monitoring of HR and RR. The following main findings emerged: (i) the accelerometer outperformed the gyroscope in terms of accuracy in both HR and RR estimation; (ii) the window length used to estimate HR and RR values influences the accuracy; and (iii) increasing the length over 25 s does not provide a relevant improvement, but accuracy improves when the subject is seated or lying down, and deteriorates in the standing posture. Our study provides a comprehensive comparison between two promising systems, highlighting their potentiality for real-time cardiorespiratory monitoring. Furthermore, we give new insights into the influence of window length and posture on the systems' performance, which can be useful to spread this approach in clinical settings.

摘要

由于心血管和呼吸道疾病发病率的增加,人们对可同时监测心率(HR)和呼吸率(RR)值的可穿戴设备的需求不断增长。使用嵌入加速度计和陀螺仪的惯性测量单元(IMU)传感器可以实现非侵入性和低成本的监测。虽然已经独立评估了加速度计和陀螺仪对 HR 和 RR 监测的作用,但当它们同时使用时,它们之间缺乏全面的比较。在这项研究中,我们使用单个 IMU 传感器中嵌入的加速度计和陀螺仪同时监测 HR 和 RR。主要有以下发现:(i)在 HR 和 RR 估计方面,加速度计的准确性优于陀螺仪;(ii)用于估计 HR 和 RR 值的窗口长度会影响准确性;(iii)超过 25 秒的长度不会提供相关的改进,但在坐姿或仰卧位时准确性会提高,而在站立姿势时准确性会降低。我们的研究对两种有前途的系统进行了全面比较,突出了它们在实时心肺监测方面的潜力。此外,我们深入了解了窗口长度和姿势对系统性能的影响,这对于在临床环境中推广这种方法非常有用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9a71/9599933/3b1a4613a1cd/biosensors-12-00834-g001.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验