Plastic Optical Fiber Sensor-based Smart Mattress For Sleeping Posture Remote Monitoring

被引:0
|
作者
Li, Tianliang [1 ]
Pei, Qingfeng [1 ]
Zhao, Chen [1 ]
机构
[1] Wuhan Univ Technol, Sch Mech & Elect Engn, Wuhan, Peoples R China
基金
中国国家自然科学基金;
关键词
optical fiber sensor; smart mattress; support vector machine; remote sleeping posture monitoring; POSITION;
D O I
10.1109/WIMOB55322.2022.9941526
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a sleep posture monitoring system for guiding the rehabilitation of patients with heart failure (HF). Eight plastic optical fiber sensors are designed and integrated into the mattress in a herringbone scheme to collect sleeping position signals. Combined with the self-made hardware module, the function of photoelectric conversion and wireless signal transmission are realized. A whale algorithm optimized support vector machine (WOA-SVM) is proposed in the system to classify data, and the accuracy of the algorithm is verified by the sleeping position recognition experiment. The monitoring results can be updated in real-time on family members' mobile phones or the monitoring center. A remote sleeping position monitoring experiment has been implemented to further prove the potential application of the system in guiding the rehabilitation of HF patients.
引用
收藏
页数:6
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