Photoplethysmogram-based heart rate and blood pressure estimation with hypertension classification

Aditta Chowdhury , Diba Das , Abdelrahman B.M. Eldaly , Ray C.C. Cheung , Mehdi Hasan Chowdhury
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Abstract

A photoplethysmogram (PPG) is an optically-derived signal that records the variation in blood volume within the microvasculature. Certain cardiovascular diseases (CVDs) are symptomatic of damaged blood vessels and problems in blood flow, including hypertension. While software implementations for heart rate and blood pressure estimation exist, point-of-care systems demand hardware-based implementations for real-time estimations to be useful for CVD detection. In this study, digital field programmable gate array (FPGA) based systems are developed for heart rate and blood pressure estimation from PPG signals by means of linear regression. In addition to the blood pressure estimation system, we present a prototype hypertension level detection system that achieves 92.42% accuracy while consuming 0.364 W of power. The Mean Absolute Error (MAE) ± Standard Deviation (SD) for heart rate estimation is 3.17 ± 2.79 beat per minute. The corresponding results for systolic and diastolic blood-pressure estimation are 4.75 ± 2.78 and 3.34 ± 2.60, respectively. The prototype can be further extended to wearable devices and medical equipment in the future.

Abstract Image

基于照相血压计的心率和血压估算与高血压分类
光敏血流图(PPG)是一种光学衍生信号,可记录微血管内的血容量变化。某些心血管疾病(CVD)的症状是血管受损和血流问题,包括高血压。虽然已有用于心率和血压估算的软件实现方法,但护理点系统需要基于硬件的实现方法来进行实时估算,以便用于 CVD 检测。本研究开发了基于数字现场可编程门阵列(FPGA)的系统,通过线性回归的方法从 PPG 信号估算心率和血压。除了血压估算系统外,我们还展示了一个高血压水平检测系统原型,其准确率达到 92.42%,而功耗仅为 0.364 W。心率估计的平均绝对误差(MAE)± 标准偏差(SD)为每分钟 3.17±2.79 次。相应的收缩压和舒张压估计结果分别为 4.75 ± 2.78 和 3.34 ± 2.60。未来,该原型可进一步扩展到可穿戴设备和医疗设备。
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来源期刊
IPEM-translation
IPEM-translation Medicine and Dentistry (General)
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63 days
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