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Contactless Infant Monitoring using White Noise
- Source :
- MobiCom
- Publication Year :
- 2019
- Publisher :
- ACM, 2019.
-
Abstract
- White noise machines are among the most popular devices to facilitate infant sleep. We introduce the first contactless system that uses white noise to achieve motion and respiratory monitoring in infants. Our system is designed for smart speakers that can monitor an infant's sleep using white noise. The key enabler underlying our system is a set of novel algorithms that can extract the minute infant breathing motion as well as position information from white noise which is random in both the time and frequency domain. We describe the design and implementation of our system, and present experiments with a life-like infant simulator as well as a clinical study at the neonatal intensive care unit with five new-born infants. Our study demonstrates that the respiratory rate computed by our system is highly correlated with the ground truth with a correlation coefficient of 0.938.
- Subjects :
- Ground truth
Correlation coefficient
Computer science
business.industry
Respiratory monitoring
White noise
030204 cardiovascular system & hematology
03 medical and health sciences
0302 clinical medicine
030225 pediatrics
Frequency domain
Breathing
Computer vision
Artificial intelligence
Marine mammals and sonar
Set (psychology)
business
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- The 25th Annual International Conference on Mobile Computing and Networking
- Accession number :
- edsair.doi...........c6cfd3b7b7b180e39d1700c6139898e8
- Full Text :
- https://doi.org/10.1145/3300061.3345453