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Contact-Free Detection of Obstructive Sleep Apnea Based on Wavelet Information Entropy Spectrum Using Bio-Radar
- Source :
- Entropy, Vol 18, Iss 8, p 306 (2016), Entropy; Volume 18; Issue 8; Pages: 306
- Publication Year :
- 2016
- Publisher :
- MDPI AG, 2016.
-
Abstract
- Judgment and early danger warning of obstructive sleep apnea (OSA) is meaningful to the diagnosis of sleep illness. This paper proposed a novel method based on wavelet information entropy spectrum to make an apnea judgment of the OSA respiratory signal detected by bio-radar in wavelet domain. It makes full use of the features of strong irregularity and disorder of respiratory signal resulting from the brain stimulation by real, low airflow during apnea. The experimental results demonstrated that the proposed method is effective for detecting the occurrence of sleep apnea and is also able to detect some apnea cases that the energy spectrum method cannot. Ultimately, the comprehensive judgment accuracy resulting from 10 groups of OSA data is 93.1%, which is promising for the non-contact aided-diagnosis of the OSA.
- Subjects :
- Computer science
Speech recognition
0206 medical engineering
General Physics and Astronomy
lcsh:Astrophysics
02 engineering and technology
bio-radar
Respiratory signal
law.invention
OSA
Wavelet
law
lcsh:QB460-466
0202 electrical engineering, electronic engineering, information engineering
medicine
Radar
lcsh:Science
wavelet information entropy
respiratory signal
Apnea
Sleep apnea
020206 networking & telecommunications
medicine.disease
020601 biomedical engineering
lcsh:QC1-999
respiratory tract diseases
Obstructive sleep apnea
Brain stimulation
lcsh:Q
Sleep (system call)
medicine.symptom
lcsh:Physics
Subjects
Details
- Language :
- English
- ISSN :
- 10994300
- Volume :
- 18
- Issue :
- 8
- Database :
- OpenAIRE
- Journal :
- Entropy
- Accession number :
- edsair.doi.dedup.....231c34556a997d19858544036aed0803