A new method to detect obstructive sleep apnea using fuzzy classification of time-frequency plots of the heart rate variability

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn , Issue , 2006, Pages 6493-6496

  Al Abed, Mohammad ^c   Behbehani, Khosrow ^c   Burk, John R ^a   Lucas, Edgar A ^a   Manry, Michael ^b  

^a SLEEP CONSULTANTS INC   (United States)

^b The University of Texas at Arlington   (United States)

^c NONE

Author keywords

Co occurrence matrix; ECG; Fuzzy logic systems; Heart rate variability; Sleep disordered breathing; Textural features; Time frequency plots

Indexed keywords

CO-OCCURRENCE MATRIX; FUZZY LOGIC SYSTEMS; HEART RATE VARIABILITY; SLEEP DISORDERED BREATHING; TEXTURAL FEATURES; TIME FREQUENCY PLOTS;

ALGORITHMS; DATA ACQUISITION; FEATURE EXTRACTION; FOURIER TRANSFORMS; FUZZY LOGIC; IMAGE ANALYSIS;

ELECTROCARDIOGRAPHY;

EID: 34047143276     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2006.260880     Document Type: Conference Paper

References (11)

1. T. Young, M. Palta, J. Dempsey, J. Skatrud, S. Weber, and S. Badr, "The Occurrence of Sleep-Disordered Breathing among Middle Adults", New England Journal of Medicine, 328, pp. 1230-1235, 1993.M.
2. T. Penzel, J. McNames, P. de Chazel, B. Raymond, A. Murray, and G. Moody, "Systematic Comparison of Different Algorithms for Apnoea Detection based on Electrocardiogram Recordings", Medical and Biological Engineering and Computing, 40, pp. 402-407, 2002.
3. P. de Chazel, C. Heneghan, and E. Sheridan, "Apparatus for Detection Sleep Apnea Electrocardiogram Signals", US Patent Application Publication, Pub No. US 2003/0055348 A1, March 20, 2003.
4. S. Vijendra, K. Behbehani, E.A. Lucas, J.R. Burk, D.N. Burli, and D.H. Dao, "The Use of R-wave morphology in the Detection of Sleep-Disordered Breathing using the Electrocardiogram - A Comparison between Leads," Conference Proceedings, 26th Annual International Conference of the IEEE EMBS, 2, pp.3881-3884 2004.
5. M.F. Hilton, R.A. Bates, K.R. Godfrey, M.J. Chappell, and R.M. Cayton, "Evaluation of Frequency and Time-Frequency Spectral Analysis of Heart Rate Variability as a Diagnostic Marker of Sleep Apnoea Syndrome", Medical and Biological Engineering and Computing, 37, pp. 760-769, 1999.
6. D. Clausi and R. Jobanputra "Texture Analysis Using Gaussian Weighed Gray Level Co-Occurrence Probabilities," First Canadian Conference on Computer and Robot Vision, pp. 51-57, 2004.
7. J. Shuttleworth, A. Todman, R. Naguib, B. Newman, "Colour Texture Analysis using Co-occurrence Matrices for Classification of Colon Cancer Images", IEEE Canadian Conference on Electrical and Computer Engineering, 1, pp.1134-1139, 2002.
8. D. Clausi and Y. Zhao, "Grey Level Co-occurrence Integrated Algorithm (GLCIA): a Superior Computational Method to Rapidly Determine Co-occurrence Probability Texture Features", Computers & Geosciences, 29, pp. 837-850, 2003.
9. J.M. Mendel, "Uncertain Rule-Based Fuzzy Logic Systems: Introduction and New Directions", Prentice Hall, NJ, 2001.
10. Setnes and R. Babuska, "Rule Base Reduction: Some Comments on the Use of Orthogonal Transforms", IEEE Transactions on Systems, Man & Cybernetics, Part C: Applications & Reviews, 31, pp. 199-206, 2001.
11. S.R. Suhas, "An Technique for the Detection of Cheyne Stokes Breathing and Obstructive Sleep Apnea using Electrocardiogram", Master's Thesis, Dept of Biomedical Engineering, University of Texas at Arlington, Arlington, TX, USA, 2005.