Development of a PPG Sensor Array as a Wearable Device for Monitoring Cardiovascular Metrics

被引:29
作者
Rodriguez-Labra, Jose Ignacio [1 ]
Kosik, Christopher [1 ]
Maddipatla, Dinesh [1 ]
Narakathu, Binu B. [1 ]
Atashbar, Massood Z. [1 ]
机构
[1] Western Michigan Univ, Elect & Comp Engn Dept, Kalamazoo, MI 49008 USA
基金
美国国家航空航天局;
关键词
Sensors; Temperature sensors; Biomedical monitoring; Monitoring; Light emitting diodes; Computer architecture; Sensor fusion; PPG; biosignals; sensor fusion; blood flow; cardiac metrics; STRAIN SENSOR; FABRICATION;
D O I
10.1109/JSEN.2021.3064219
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Wearable devices with integrated sensors for tracking human vitals are widely used for a variety of applications, including exercise, wellness, and health monitoring. Photoplethysmography (PPG) sensors use pulse oximetry to measure pulse rate, cardiac cycle, oxygen saturation, and blood flow by passing a light beam of variable wavelength through the skin and measuring its reflection. A multi-channel PPG wearable system was developed to include multiple nodes of pulse oximeters, each capable of using different wavelengths of light. The system uses sensor fusion along with machine learning model to perform feature extraction of relevant cardiovascular metrics across multiple pulse oximeters and predict saturated oxygen (SpO(2)). The developed model predicted SpO(2) with a root mean square (RMSE) of 0.07 and accuracy of 99.5%. The wearable system was applied to the plant of the foot for vascular assessment. Wearable PPG systems capable of sensor fusion demonstrates a potential capability for continuous evaluation/monitoring of wounds and diseases associated with abnormal blood flow.
引用
收藏
页码:26320 / 26327
页数:8
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