Classi{dotless}fi{dotless}cation of sleep apnea by using wavelet transform and artificial neural networks

Expert Systems with Applications

Volumn 37, Issue 2, 2010, Pages 1600-1607

  Emin Tagluk, M ^a   Akin, Mehmet ^b   Sezgin, Necmettin ^b  

^a INONU UNIVERSITY   (Turkey)

^b DICLE UNIVERSITY   (Turkey)

Author keywords

Abdominal effort signal; Artificial neural networks; Sleep apnea syndrome; Wavelet transform

Indexed keywords

ARTIFICIAL NEURAL NETWORK; ARTIFICIAL NEURAL NETWORKS; MOMENTUM COEFFICIENT; MULTI-RESOLUTION WAVELET TRANSFORM; OBSTRUCTIVE SLEEP APNEA; RESPIRATION SIGNALS; RESPIRATORY EFFORTS; SLEEP APNEA; SLEEP APNEA SYNDROME; SPECTRAL COMPONENTS;

BACKPROPAGATION; CHEMICAL SHIFT; MAGNETIC ANISOTROPY; MATHEMATICAL TRANSFORMATIONS; RESPIRATORY MECHANICS; SLEEP RESEARCH; SYNTHETIC APERTURE SONAR; WAVELET TRANSFORMS;

NEURAL NETWORKS;

EID: 71749120142     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2009.06.049     Document Type: Article

References (63)

1. Akin M. Comparison of wavelet transform and FFT methods in the analysis of EEG signals. Journal of Medical Systems 26 (2002) 241-247
2. Akin M., Kurt M.B., Sezgin N., and Bayram M. Estimating vigilance level by using EEG and EMG signals. Neural computation and applications (2007), Springer-Verlag, London Limited
3. American Academy of Sleep Medicine. Sleep related breathing disorders in adults: Recommendations for syndrome definition and measurement techniques in clinical research. Sleep 22 (1999) 667-689
4. Ayas N.T., Brown R., and Shea S.A. Hypercapnia can induce arousal from sleep in the absence of altered respiratory mechanoreception. American Journal of Respiratory and Critical Care Medicine 162 (2000) 1004-1008
5. Ball E.M., Simon Jr. R.D., Tall A.A., et al. The walla walla project. Archives of Internal Medicine 157 (1997) 419-424
6. Basheer I.A., and Hajmeer M. Artificial neural networks: Fundamentals, computing, design, and application. Journal of Microbiological Methods 43 (2000) 3-31
7. Bassiri A.G., and Guilleminault C.G. Clinical features and evaluation of obstructive sleep apnea-hypopnea syndrome. In: Kryger M.H., Roth T., and Dement C.G. (Eds). Principles and practice of sleep medicine (2000), W.B. Saunders, Philadelphia, PA 870-871
8. Bearpark H., Elliott L., Grunstein R., et al. Snoring and sleep apnea: A population study in Australian men. American Journal of Respiratory and Critical Care Medicine 151 (1995) 1459-1465
9. Benlloch E., Cordero P., Morales P., et al. Ventilatory pattern at rest and response to hypercapnic stimulation in patients with obstructive sleep apnea syndrome. Respiration 62 (1995) 4-9
10. Cakirer B., Hans M.G., Graham G., et al. The relationship between craniofacial morphology and obstructive sleep apnea in whites and in African-Americans. American Journal of Respiratory and Critical Care Medicine 163 (2001) 947-950
11. Chervin R.D. Use of clinical tools and tests in sleep medicine. In: Kryger M.H., Roth T., and Dement W.C. (Eds). Principles and practice of sleep medicine (2000), W.B. Saunders, Philadelphia, PA 538
12. Clabian, M., & Pfiitzner, H. (1997). Determination of decisive inputs of a neural network for sleep apnea classification. In Proc EANN (pp. 171-8).
13. Clabian, M., Nussbaum, C., & Pfützner, H. (1996). Artificial neural networks for apnea detection. In Proc EANN (pp. 601-8).
14. Davies R.J., Ali N.J., and Stradling J.R. Neck circumference and other clinical features in the diagnosis of the obstructive sleep apnoea syndrome. Thorax 47 (1992) 101-105
15. Dement W.C., Carskadon M.A., and Richardson G. Excessive daytime sleepiness in the sleep apnea syndrome. In: Dement W.C., and Guilleminault C.G. (Eds). Sleep apnea syndrome (1978), Alan R. Liss, New York
16. Do K.L., Ferreyra H., Healy J.F., and Davidson T.M. Does tongue size differ between patients with and without sleep-disordered breathing?. Laryngoscope 110 (2000) 1552-1555
17. Eyfe, C. (1996). Artificial neural network. The University of Paisley, Edition 1.1.
18. Fausett L. Fundamentals of neural networks architectures, algorithms, and applications (1994), Prentice-Hall, Englewood Cliffs
19. Findley L.J., Unverzadt M., and Suratt P. Automobile accidents in patients with obstructive sleep apnea. American Review of Respiratory Disease 138 (1988) 337-340
20. Fontenla-Romero O., Guijarro-Berdinas B., Alonso- Betanzos A., and Moret-Bonillo V. A new method for sleep apnea classification using wavelets and feedforward neural networks. Artificial Intelligence in Medicine 34 (2005) 65-76
21. George C.F., Nickerson P.W., Hanly P.J., et al. Sleep apnea patients have more automobile accidents. Lancet 2 (1987) 447
22. Gevins A., and Smith M.E. Detecting transient cognitive impairment with EEG pattern recognition methods. Aviation Space and Environmental Medicine 70 10 (1999) 1018-1024
23. Gleeson K., Zwillich C.W., and White D.P. The influence of increasing ventilatory effort on arousal from sleep. American Review of Respiratory Disease 142 (1990) 295-300
24. Grunstein R., and Sullivan C. Continuous positive airway pressure for sleep breathing disorders. In: Kryger M.H., Roth T., and Dement W.C. (Eds). Principles and practice of sleep medicine (2000), W.B. Saunders, Philadelphia, PA 894-912
25. Guilleminault C., Partinen M., Hollman K., et al. Familial aggregates in obstructive sleep apnea syndrome. Chest 107 (1995) 1545-1551
26. Guilleminault C., van den Hoed J., and Mitler M. Clinical overview of the sleep apnea syndromes. In: Guilleminault C., and Dement W. (Eds). Sleep apnea syndromes (1978), Alan R. Liss, New York 1-11
27. Guler N.F., and Ubeyli E.D. Wavelet-based neural network analysis of ophthalmic artery Doppler signals. Computers in Biology and Medicine 34 7 (2004) 601-613
28. Halici, U. (1999). Lecture notes on neural networks. The dynamic of brain multidisipliner, Diyarbakir.
29. Hamans E.P., Van Marck E.A., De Backer W.A., et al. Morphometric analysis of the uvula in patients with sleep- related breathing disorders. Europeans Archives Otorhinolaryngology 257 (2000) 232-236
30. Haykin S. Neural networks: A comprehensive foundation (1994), Macmillan, New York
31. Hoffstein V. Snoring. In: Kryger M.H., Roth T., and Dement W.C. (Eds). Principles and practice of sleep medicine (2000), W.B. Saunders, Philadelphia, PA 813-826
32. Issa F.G., and Sullivan C.E. Alcohol, snoring, and sleep apnea. Journal of Neurology Neurosurgery and Psychiatry 45 (1982) 353-359
33. Jung T.P., Makeig S., Stensmo M., and Sejnowski T.J. Estimating alertness from the EEG power spectrum. IEEE Transactions on Biomedical Engineering 44 (1997) 60-69
34. Kales A., Cadieux R.J., Bixler E.O., et al. Clinical course, and characteristics. Journal of Chronic Diseases 38 (1985) 419-425
35. Khahill M., and Duchene J. Detection and classification of multiple events in piecewise stationary signals. Journal of Signal Processing (1999) S0165-684(98)00236-9
36. Kryger M.H. Monitoring respiratory and cardiac function. In: Kryger M.H., Roth T., and Dement W.C. (Eds). Principles and practice of sleep medicine (2000), W.B. Saunders, Philadelphia, PA 1217-1230
37. Kryger M.H. Management of obstructive sleep apnea- hypopnea syndrome: Overview. In: Kryger M.H., Roth T., and Dement W.C. (Eds). Principles and practice of sleep medicine (2000), W.B.Saunders, Philadelphia, PA 940-954
38. Kryger M.H., Roos L., Delaive K., et al. Utilization of health care services in patients with severe obstructive sleep apnea. Sleep 19 9 Suppl. (1996) S111-S116
39. Lin R., Ren-Guey L., Chwan-Lu T., Heng-Kuan Z., Chih- Feng C., and Joe-Air J. A new approach for identifying sleep apnea syndrome using wavelet transform and neural networks. Biomedical Engineering Applications, Basis and Communications 18 3 (2006) June
40. Lowe A.A. Oral appliances for sleep breathing disorders. In: Kryger M.H., Roth T., and Dement W.C. (Eds). Principles and practice of sleep medicine (2000), W.B. Saunders, Philadelphia, PA 929-939
41. Malhotra A., Huang Y., Fogel R.B., et al. The male predisposition to pharyngeal collapse: Importance of airway length. American Journal of Respiratory and Critical Care Medicine 166 (2002) 1388-1395
42. Mathur R., and Douglas N.J. Family studies in patients with the sleep apnea-hypopnea syndrome. Annals of Internal Medicine 122 (1995) 174-178
43. Misiti M., Misiti Y., Oppenheim G., and Poggi J.M. Wavelet toolbox users guide copyright (1996), MathWorks Inc
44. Mohsenin V. Gender differences in the expression of sleep-disordered breathing: Role of upper airway dimensions. Chest 120 (2001) 1442-1447
45. Mortimore I.L., Marshall I., Wraith P.K., et al. American Journal of Respiratory and Critical Care Medicine. 157 (1998) 280-283
46. Penze T., McNames J., de Chazal P., Raymond B., Murray A., and Moody G. Systematic comparison of different algorithms of apnoea detection based on electrocardiogram recordings. Medical and Biological Engineering and Computing 40 (2002) 402-407
47. Peters B.O., Pfurtscheller G., and Flyvbjerg H. Automatic differentiation of multichannel EEG signals. IEEE Transactions on Biomedical Engineering 48 (2001) 111-116
48. Pillar G., Malhotra A., Fogel R., et al. Airway mechanics and ventilation in response to resistive loading during sleep: Influence of gender. American Journal of Respiratory and Critical Care Medicine 162 (2000) 1627-1632
49. Redline S., Tishler P.V., Tosteson T.D., et al. The familial aggregation of obstructive sleep apnea. American Journal of Respiratory and Critical Care Medicine 151 (1995) 682-687
50. Remmers J.E., deGroot W.J., Sauderland E.K., and Anch A.M. Pathogenesis of upper airway occlusion during sleep. Journal of Applied Physiology 44 (1978) 931-938
51. Riley R.W., Powell N.B., Li K.K., and Guilleminault C. Surgical therapy for obstructive sleep apnea-hypopnea syndrome. In: Kryger M.H., Roth T., and Dement W.C. (Eds). Principles and practice of sleep medicine (2000), W.B. Saunders, Philadelphia, PA 913-928
52. Robi Polikar. (1994). Multiresolution analyses: The discrete wavelet transform. http://www.public.iastate.edu/~rpolikar/Wavelets/Wtpart4.html.
53. Schwab R.J., Pasirstein M., Pierson R., et al. Identification of upper airway anatomic risk factors for obstructive sleep apnea with volumetric magnetic resonance imaging. American Journal of Respiratory and Critical Care Medicine 168 (2003) 522-530
54. Scrima L., Broudy M., Nay K., and Cohn M.A. Increased severity of obstructive sleep apnea after bedtime alcohol ingestion: Diagnostic potential and proposed mechanism of actions. Sleep 5 (1982) 318-328
55. Shelton Jr. R.L., and Bosma J.F. Maintenance of the pharyngeal airway. Journal of Applied Physiology 17 (1962) 209-214
56. Shintani T., Asakura K., and Kataura A. Adenotonsillar hypertrophy and skeletal morphology of children with obstructive sleep apnea syndrome. Acta Otolaryngology Supplement 523 (1996) 222-224
57. Stradling J.R., and Crosby J.H. Relation between systemic hypertension and sleep hypoxemia and snoring: Analysis in 748 men drawn from general practice. British Medical Journal 300 (1990) 75-78
58. Strobel R.J., and Rosen R.C. Obesity and weight loss in obstructive sleep apnea: A critical review. Sleep 19 (1996) 104-115
59. Taasan V.C., Block A.J., Boysen P.G., and Wynne J.W. Alcohol increases sleep apnea and oxygen desaturation in asymptomatic men. American Journal of Medicine 71 (1981) 240-245
60. The Report of an American Academy of Sleep Medicine Task Force. Sleep-related breathing disorders in adults: Recommendations for syndrome definition and measurement techniques in clinical research. Sleep 22 5 (1999) 667-689
61. White D.P. Central sleep apnea. In: Kryger M.H., Roth T., and Dement W.C. (Eds). Principles and practice of sleep medicine (2000), W.B. Saunders, Philadelphia, PA 827
62. Young T., Palta M., Dempsey J., et al. The occurrence of sleep disordered breathing among middle-aged adults. New England Journal of Medicine 328 (1993) 1230-1235
63. Zemen, T., Clabian, M., Pfützner, H. (1998). Classification of sleep apnea events by means of radial basis function networks. In A new method for sleep apnea classification using wavelets and feedforward neural networks 75 international ICSC/IFAC symposium on neural computation (NC98) (pp. 351-57).