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Updated: May 1, 2026

Multi-Modal Home Sleep Monitoring in Older Adults
Published on: January 26, 2019
A multimodal approach for sleep apnea detection: SpO2 and force sensitive sensors in a flexible 3D-printed wearable
Ayush Tiwari1, Manoj Kumar Baghel2, Vivek Kumar3
1Centre for Nanotechnology, Indian Institute of Technology Roorkee, Roorkee, Uttarakhand, 247667, India. ayush.ihub@sric.iitr.ac.in.
Abstract:
. The diagnosis of sleep apnea relies on the evaluation of polysomnography (PSG) recordings by experienced health monitoring practitioners. The labor-intensive nature of PSG and it's required complex instrumentation limit its widespread use across the general population. This research inquest offers a wearable health monitoring device in response to these challenges. The device incorporates a custom-fabricated force sensor resistor (FSR) seamlessly integrated with a microcontroller and pulse oximeter (SpO2) within a 3D-printed enclosure. Real-time respiratory and oxygen saturation data are wirelessly transmitted to a web-based interface for comprehensive and automated sleep apnea diagnosis. This prototype provides a comfortable, easy-to-use solution capable of accurate and automated diagnosis of sleep apnea. The sensor is fabricated by spray-coated silver ink finger electrodes, which were characterized by scanning electron microscopy (SEM) and energy dispersive X-ray analysis (EDAX), confirming the presence of high silver content (97.6%) and low oxygen (2.4%), ensuring good electrical conductivity. Additionally, the designed finger electrode was simulated by COMSOL Multiphysics simulations software through repeated trials, suggesting a consistent and direct relationship between applied pressure and voltage output as per the Ohm's law. The sensor's voltage output varied linearly, with force (N) from 0 to 5 V and force (N) from 0 to 40 Newton. The COMSOL simulations uses electrostatic and moving mesh models matched with real-world experimental results further validated the sensor. The minimal non-linearity observed in practical scenarios proves the robustness of the sensor.
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