학술논문

Double-Fishtail-Shaped FBG Wearable Device for Sitting Posture Recognition and Real-Time Respiratory Monitoring
Document Type
Periodical
Source
IEEE Sensors Journal IEEE Sensors J. Sensors Journal, IEEE. 24(7):10164-10171 Apr, 2024
Subject
Signal Processing and Analysis
Communication, Networking and Broadcast Technologies
Components, Circuits, Devices and Systems
Robotics and Control Systems
Strain
Sensors
Fiber gratings
Monitoring
Wearable devices
Steel
Optical fiber sensors
Double fishtail (DF)
fiber Bragg grating (FBG) array
respiratory rate (RR)
sitting postures
thoracic spine
wearable device
Language
ISSN
1530-437X
1558-1748
2379-9153
Abstract
Musculoskeletal issues frequently affect individuals who sit for prolonged periods, particularly in work settings. Addressing and preventing these upper body musculoskeletal disorders (UBMDs) requires close monitoring of seated behavior among employees. This study introduces a solution—an adaptable wearable device incorporating three distinct modular devices using fiber Bragg grating (FBG) technology. The FBG array, integrated into a polydimethylsiloxane (PDMS)-based double fishtail (DF) design, significantly enhances curvature sensitivity and durability. By fine-tuning the length of DF silicone, we further optimized curvature sensitivity. Our wearable device demonstrates prompt correlation with thoracic spine patterns, validated against a motion capture (MoCap) system using ten volunteers as a benchmark. Furthermore, it successfully identifies common sitting postures—normal, breast-bearing, and hunchbacked—with exceptional accuracy exceeding 96.30%, employing the random forest machine learning methodology. Additionally, this device facilitates timely and accurate monitoring of respiratory rate (RR) by time–frequency domain analysis. This innovative optical solution showcases its potential for a variety of wearable device applications.