EEG power spectrum and neural network based sleep-hypnogram analysis for a model of heat stress

Journal of Clinical Monitoring and Computing

Volumn 22, Issue 4, 2008, Pages 261-268

  Sinha, Rakesh Kumar ^a  

^a BIRLA INSTITUTE OF TECHNOLOGY   (India)

Author keywords

ANN; EEG Power spectrum; Rat; Sleep hypnogram

Indexed keywords

BACKPROPAGATION; COMPUTER NETWORKS; ELECTROENCEPHALOGRAPHY; ELECTROMAGNETIC WAVES; IMAGE CLASSIFICATION; NEURAL NETWORKS; SPECTRUM ANALYZERS; THERMAL STRESS;

ANN; EEG POWER SPECTRUM; HEAT STRESSING; RAT; SLEEP-HYPNOGRAM;

POWER SPECTRUM;

ANIMAL EXPERIMENT; ANIMAL MODEL; ARTICLE; ARTIFACT; ARTIFICIAL NEURAL NETWORK; BETA RHYTHM; CONTROLLED STUDY; ELECTROENCEPHALOGRAM; HEAT STRESS; LONG TERM EXPOSURE; MALE; MATHEMATICAL ANALYSIS; NONHUMAN; POWER SPECTRUM; PRIORITY JOURNAL; RAT; REM SLEEP; SLEEP HYPNOGRAM; SLEEP PARAMETERS; SLEEP WAKING CYCLE; SLOW WAVE SLEEP; THERMAL EXPOSURE;

ANIMALS; DIAGNOSIS, COMPUTER-ASSISTED; ELECTROENCEPHALOGRAPHY; HEAT-SHOCK RESPONSE; HUMANS; MODELS, ANIMAL; NEURAL NETWORKS (COMPUTER); POLYSOMNOGRAPHY; RATS; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY;

EID: 51049100857     PISSN: 13871307     EISSN: 15732614     Source Type: Journal    
DOI: 10.1007/s10877-008-9128-x     Document Type: Article

References (46)

1. Thomas TC, Kumar VM. Effect of ambient temperature on sleep-wakefulness in normal and medial preoptic area lesioned rats. Sleep Res Online 2000; 3: 141-145.
2. Thomas TC, Kumar VM. Effect of ambient temperature on brain temperature and sleep-wakefulness in medial preoptic area lesioned rats. Ind J Physiol Pharmacol 2002; 46: 287-297.
3. Libert JP, Di Nisi J, Fukuda H, Muzet A, Ehrhart J, Amoros C. Effect of continuous heat exposure on sleep stages in humans. Sleep 1988; 11: 195-209.
4. Sinha RK, Ray AK. Sleep-wake study in an animal model of acute and chronic heat stress. Physiol Behav 2006; 89: 364-372.
5. Karmanova IG. Evolution of sleep. Basel: Karger; 1982, p. 1-146.
6. Sarbadhikari SN, Dey S, Ray AK. Chronic exercise alters EEG power spectra in an animal model of depression. Ind J Physiol Pharmacol 1996; 40: 47-57.
7. Agarwal R, Gotman J. Computer-assisted sleep staging. IEEE Trans BME 2001; 48: 1412-1423.
8. Sarbadhikari SN, Ray AK. Identifying EEG power spectra of depressed rats using a neural network. In: Reddy DC. editor. Recent advances in biomedical engineering. New Delhi: Tata McGrow-Hill; 1994. p. 76-79.
9. Sarbadhikari SN. A Neural network confirms that physical exercise reverses EEG changes in depressed rats. Med Eng Phys 1995; 17: 579-582.
10. Sinha RK. Artificial neural network detects changes in electro-encephalogram power spectrum of different sleep-wake states in an animal model of heat stress. Med Biol Eng Comput 2003; 41: 595-600.
11. Mamelak A, Quattrochi JJ, Hobson JA. A microcomputer based system for automated EEG collection and scoring of behavioural state in cats. Brain Res Bull 1988; 21:843-849.
12. Mamelak A, Quattrochi JJ, Hobson JA. Automatic staging of sleep in cats using neural networks. Electroenceph Clin Neurophy 1991; 79:52-61.
13. O'Boyle DJ, Choi EWK, Conroy G, Turega M. Learned classification of EEG power spectra using a neural network. J Physiol, Proc Physiol Society, Shaffield Meeting. 19-20 April 1991; 438: 345.
14. Shimada T, Shiina T. Detection of characteristic waves of sleep EEG by neural network analysis. IEEE Trans BME 2000; 47:369-379.
15. Sinha RK. Electro-encephalogram disturbances in different sleep-wake states following exposure to high environmental heat. Med Biol Eng Comput 2004; 42:282-287.
16. Sinha RK. An approach to estimate EEG power spectrum as an index of heat stress using backpropagation artificial neural network. Med Eng Phys 2007a; 29:120-124.
17. Sinha RK, Ray AK. An assessment of changes in open-field and elevated plus-maze behavior following heat stress in rats. Iran Biomed J 2004; 8:127-133.
18. Stearns SD, David RA. Signal processing algorithms. Englewood Cliffs, New Jersy: Printice Hall of India Inc.; 1988.
19. Goel V, Brambrink AM, Baykal A, Koeler RC, Hanley DF, Thakor NV. Dominant frequency analysis of EEG reveals brain's response during injury and recovery. IEEE Trans BME 1996; 43:1083-1092.
20. Andersen ML, Tufik S. Altered sleep and behavioral patterns in arthritic rats. Sleep Res Online 2000; 3:161-167.
21. Rumelhart DE, Hinton GE, Williams RJ. Learning representations by back-propagating errors. Nature 1986; 323:533-536.
22. Hassoun HM. Fundamentals of artificial neural networks. New Delhi: Printice-Hall of India Private Limited; 1998, p. 35-56.
23. Sinha RK. Study of changes in some pathophysiological stress markers in different age groups of an animal model of acute and chronic heat stress. Iran Biomed J 2007b; 11:101-111.
24. Dey PK. Modification of dopamine receptor agonist mediated behavioral responses in rats following exposure to chronic heat stress. Biomedicine 1998; 18:41-47.
25. Dey PK. Modification of functional responsiveness of central serotonin receptor subtype in rats following exposure to chronic heat stress. Biomedicine 1999; 19:57-65.
26. Dey PK. Involvement of endogenous opiates in heat stress. Biomedicine 2000; 20:143-148.
27. Sharma HS. Heat-related deaths are largely due to brain damage. Ind J Med Res 2005; 121:621-623.
28. Sharma HS. Hyperthermia induced brain oedema: Current status & future perspectives. Ind J Med Res 2006; 123(5):629-652.
29. Dubois M, Sato S, Lees DE, Bull JM, Smith R, White BG, Moore H, Macnamara TE. Electroencephalographic changes during whole body hyperthermia in humans. Electroenceph Clin Neurophysiol 1980; 50:486-495.
30. Sharma HS, Westman J, Nyberg F. Pathophysiology of brain edema and cell changes following hyperthermic brain injury. In: Sharma HS, Westman J. editors. Progress in brain research. 115. Amsterdam: Elsevier; 1998, p. 351-412.
31. Parmeggiani PL, Rabini C. Sleep and environmental temperature. Arch Ital Biol 1970; 108:369-387.
32. McGinty D, Szymusiak R. Keeping cool: A hypothesis about the mechanisms and functions of slow-wave sleep. Trends Neurosci 1990; 13:480-487.
33. Morairty SR, Szymusiak R, Thomson D, McGinty DJ. Selective increases in non-rapid eye movement sleep following whole body heating in rats. Brain Res 1993; 617:10-16.
34. Morrissette RN, Heller HC. Effects of temperature on sleep in the developing rat. Am J Physiol 1998; 274:R1087-R1093.
35. Rivier C, Vale W. Diminished responsiveness of the hypothalamic-pituitary-adrenal axis of the rat during exposure to prolonged stress: A pituitary-mediated mechanism. Endocrinology 1986; 121:1320-1328.
36. Cure M. Plasma corticosterone response in continuous versus discontinuous chronic heat exposure in rat. J Physiol Behav 1989; 45:1117-1122.
37. Sinnamon HM, Karvosky ME, Ilch CP. Locomotion and head scanning initiated by hypothalamic stimulation are inversely related. Behav Brain Res 1999; 99:219-229.
38. Alam MN, Gong H, Alam T, Jaganath R, McGinty D, Szymusiak R. Sleep-waking discharge patterns of neurons recorded in the rat perifornical lateral hypothalamic area. J Physiol 2002; 538:619-631.
39. Stanus E, Lacroix B, Kerkhofs M, Menlewiez J. Automated sleep scoring: A comparitive reliability of two algorithms. Electroenceph Clin Neurophy 1987; 66:448-456.
40. Gevins AS, Stone RK, Ragsdale SD. Differentiating the effects of three benzodizepines on non REM sleep EEG spectra. A neural network pattern classification analysis. Neuropsychobiology 1988; 19:108-115.
41. Sinha RK, Agrawal NK, Ray AK. A power spectrum based backpropagation artificial neural network model for classification of sleep-wake stages in rats. Online J Heal All Sci 2003; 1:1.
42. Sirne RO, Isaacson SI, D'Attellis CE. A data-reduction process for long-term EEGs. IEEE Eng Med Biol 1999; 18:56-61.
43. Sinha RK, Aggarwal Y, Das BN. Backpropagation artificial neural network detects changes in electro-encephalogram power spectra of syncopic patients, J Med Sys 2007; 31:63-68.
44. Villiers JD, Barnard E. Backpropagation neural nets with one and two hidden layers. IEEE Trans Neural Network 1992; 4:136-141.
45. Chen JDZ, Lin Z, Wu Q, McCallum RW. Non-invasive identification of gastric contractions from surface electrogastrogram using backpropagation neural networks. Med Eng Phys 1995; 17:219-225.
46. Zurada JM. Introduction to artificial neural network systems. St. Paul, MN: West Publishing Company; 1997, p. 163-250.