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A Low-Cost Wearable Device to Estimate Body Temperature Based on Wrist Temperature
Marcela E Mata-Romero1, Omar A Simental-Martínez2, Héctor A Guerrero-Osuna2
1Subdirección de Investigación, Centro de Enseñanza Técnica Industrial, C. Nueva Escocia 1885, Guadalajara 44638, Mexico.
This study developed a low-cost wearable device for remote vital sign monitoring. It accurately estimates core body temperature from wrist data using statistical and machine learning models.
Area of Science:
- Biomedical Engineering
- Health Informatics
- Wearable Technology
Background:
- The COVID-19 pandemic highlighted the need for remote vital sign monitoring.
- Blood oxygen, heart rate, and body temperature are critical for disease management.
- Non-contact, continuous monitoring of these vitals is essential for timely medical care.
Purpose of the Study:
- To propose a low-cost wearable device for remote monitoring of vital signs.
- To focus on body temperature measurement as a key health indicator.
- To develop methods for estimating core forehead temperature from wrist temperature data.
Main Methods:
- A low-cost wearable device with non-contact sensors was developed.
- Data on wrist and forehead temperature were collected from 30 volunteers (2130 samples).
- Statistical (least squares) and machine learning (linear regression) models were used to estimate forehead temperature from wrist data.
Main Results:
- Both statistical and machine learning models showed significant fits for temperature estimation.
- A third-degree polynomial model demonstrated superior performance in both approaches.
- The third-degree polynomial model achieved R² values of 0.9769 (statistical) and 0.9791 (machine learning).
Conclusions:
- The developed wearable device offers a viable non-invasive method for continuous temperature monitoring.
- Statistical and machine learning approaches can effectively estimate core body temperature from wrist measurements.
- The third-degree polynomial model shows high accuracy in predicting forehead temperature, aiding remote patient care.
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