A Novel Method for Recognition of Bioradiolocation Signal Breathing Patterns for Noncontact Screening of Sleep Apnea Syndrome
Joint Authors
Parashin, Vladimir
Korostovtseva, Lyudmila
Ivashov, Sergey I.
Tataraidze, Alexander
Sviryaev, Yurii
Bogomolov, Alexey
Anishchenko, Lesya N.
Alekhin, Maksim
Source
International Journal of Antennas and Propagation
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-09-11
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
A novel method for recognition of breathing patterns of bioradiolocation signals breathing patterns (BSBP) in the task of noncontact screening of sleep apnea syndrome (SAS) is proposed and implemented on the base of wavelet transform (WT) and neural network (NNW) applications.
Selection of the optimal parameters of WT includes determination of the proper level of wavelet decomposition and the best basis for feature extraction using modified entropy criterion.
Selection of the optimal properties of NNW includes defining the best number of hidden neurons and learning algorithm for the chosen NNW topology.
The effectiveness of the proposed approach is tested on clinically verified database of BRL signals corresponding to the three classes of breathing patterns: obstructive sleep apnea (OSA); central sleep apnea (CSA); normal calm sleeping (NCS) without sleep-disordered breathing (SDB) episodes.
American Psychological Association (APA)
Alekhin, Maksim& Anishchenko, Lesya N.& Tataraidze, Alexander& Ivashov, Sergey I.& Parashin, Vladimir& Korostovtseva, Lyudmila…[et al.]. 2013. A Novel Method for Recognition of Bioradiolocation Signal Breathing Patterns for Noncontact Screening of Sleep Apnea Syndrome. International Journal of Antennas and Propagation،Vol. 2013, no. 2013, pp.1-8.
https://search.emarefa.net/detail/BIM-512286
Modern Language Association (MLA)
Alekhin, Maksim…[et al.]. A Novel Method for Recognition of Bioradiolocation Signal Breathing Patterns for Noncontact Screening of Sleep Apnea Syndrome. International Journal of Antennas and Propagation No. 2013 (2013), pp.1-8.
https://search.emarefa.net/detail/BIM-512286
American Medical Association (AMA)
Alekhin, Maksim& Anishchenko, Lesya N.& Tataraidze, Alexander& Ivashov, Sergey I.& Parashin, Vladimir& Korostovtseva, Lyudmila…[et al.]. A Novel Method for Recognition of Bioradiolocation Signal Breathing Patterns for Noncontact Screening of Sleep Apnea Syndrome. International Journal of Antennas and Propagation. 2013. Vol. 2013, no. 2013, pp.1-8.
https://search.emarefa.net/detail/BIM-512286
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-512286