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Design and First Evaluation of a Sleep Characterization Monitoring System Using a Remote Contactless Sensor
- Source :
- IEEE Journal of Biomedical and Health Informatics, IEEE Journal of Biomedical and Health Informatics, Institute of Electrical and Electronics Engineers, 2017, 21 (6), pp.1511-1523. ⟨10.1109/JBHI.2016.2639823⟩
- Publication Year :
- 2017
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2017.
-
Abstract
- International audience; This paper presents the design and a first evaluation of a new monitoring system based on contactless sensors to estimate sleep quality. This sensor produces thermal signals which have been used, at first, to detect a human presence in the bed and then to estimate sleep quality. To distinguish between different sleep phases, we have used methods of signal processing in order to extract the necessary features for learning an adapted statistical model. The existing monitoring systems use sensors attached to the bed or worn by the person. We propose in this paper a system based on a passive thermal sensor which has the advantage of being fixed on the wall, thus it is easier to use and more reliable. We explain different signal processing steps and describe sleep stage recognition algorithms. We propose an adaptation of the SAX method for the thermal signal. Finally, we evaluate our system in comparison with a polysomnographic recording system in the Hospital (CHU) of Limoges.
- Subjects :
- Signal processing
Computer science
Real-time computing
02 engineering and technology
Contactless sensor
01 natural sciences
Signal
Health Information Management
Kohonen networks
0202 electrical engineering, electronic engineering, information engineering
Electrical and Electronic Engineering
Adaptation (computer science)
Sleep quality
business.industry
010401 analytical chemistry
Monitoring system
Statistical model
Telemedicine
0104 chemical sciences
Computer Science Applications
Embedded system
Thermal sensor
020201 artificial intelligence & image processing
Sleep (system call)
Sleep quality sensor
business
[SDV.MHEP]Life Sciences [q-bio]/Human health and pathology
Biotechnology
Subjects
Details
- ISSN :
- 21682208 and 21682194
- Volume :
- 21
- Database :
- OpenAIRE
- Journal :
- IEEE Journal of Biomedical and Health Informatics
- Accession number :
- edsair.doi.dedup.....6f26ee749ef2b67d45e9c248d1005e93
- Full Text :
- https://doi.org/10.1109/jbhi.2016.2639823