An improved detrended moving-average method for monitoring the depth of anesthesia

IEEE Transactions on Biomedical Engineering

Volumn 57, Issue 10 PART 1, 2010, Pages 2369-2378

  Nguyen Ky, T ^a   Wen, Peng ^a   Li, Yan ^a  

^a UNIVERSITY OF SOUTHERN QUEENSLAND   (Australia)

Author keywords

Depth of anesthesia (DoA); EEG; Modified detrended moving average (MDMA)

Indexed keywords

BISPECTRAL INDEX; CLINICAL OBSERVATION; CLINICAL STATE; CORRELATION PROPERTIES; DEPTH OF ANESTHESIA; EEG; FLUCTUATION FUNCTIONS; MINIMUM TIME; MOVING AVERAGES; NEW APPROACHES; NONSTATIONARY SIGNALS; POWER LAW RELATION; SCALING EXPONENT; SIGNAL QUALITY;

ALGEBRA;

ANESTHESIOLOGY;

ANALYSIS; ANESTHESIA; ARTICLE; CONSCIOUSNESS; DETRENDED MOVING AVERAGE METHOD; ELECTROENCEPHALOGRAM; HUMAN; HYPNOSIS; UNCONSCIOUSNESS;

ADULT; AGED; ALGORITHMS; ANESTHESIA; ELECTROENCEPHALOGRAPHY; FEMALE; HUMANS; LINEAR MODELS; MALE; MIDDLE AGED; MONITORING, PHYSIOLOGIC; REPRODUCIBILITY OF RESULTS; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 77956909635     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2010.2053929     Document Type: Article

References (32)

1. N. Agarwal and R. Griffiths, "Monitoring the depth of anaesthesia," Anaesth. Intensive Care Med., vol.5, no.5, pp. 343-344, 2004.
2. I. J. Rampil, "A primer for EEG signal processing in anesthesia," Anesthesiology, vol.89, pp. 980-1002, 1998.
3. J. Bruhn, P. S. Myles, R. Sneyd, and M. M. R. F. Struys, "Depth of anaesthesia monitoring: what's available, what's validated and what's next?," Br. J. Anaesth., vol.97, no.1, pp. 85-94, 2006.
4. M. Agarwal and R. Grifths, "Monitoring the depth of anaesthesia," Appl. Phys., vol.5, pp. 343-344, 2004.
5. I. Rezek, S. J. Roberts, and R. Conradt, "Increasing the depth of anesthesia assessment," IEEE Eng. Med. Biol. Mag., vol.26, no.2, pp. 64-73, Apr. 2007.
6. R. Ferents, T. Lipping, A. Anier, V. Jntti, S. Melto, and S. Hovilehto, "Comparison of entropy and complexity measures for the assessment of depth of a sedation," IEEE Trans. Biomed. Eng., vol.53, no.6, pp. 1067- 1077, Jun. 2006.
7. O. Ortolani, A. Conti, A. Di Filippo, C. Adembri, E. Moraldi, A. Evangelisti, M. Maggini, and S. J. Roberts, "EEG signal processing in anaesthesia. Use of a neural network technique for monitoring depth of anaesthesia," Br. J. Anaesth., vol.88, no.5, pp. 644-648, Jan. 2002.
8. T. Zikov, S. Bibian, G. A. Dumont, M. Huzmezan, and C. R. Ries, "Quantifying cortical activity during general anaesthesia using wavelet analysis," IEEE Trans. Biomed. Eng., vol.53, no.4, pp. 71-81, Apr. 2006.
9. M. Jospin, P. Caminal, E. W. Jensen, H. Litvan, M. Vallverdu, M. M. R. F. Struys, H. E. M. Vereecke, and D. T. Kaplan, "Detrended uctuation analysis of EEG as a measure of depth of anaesthesia," IEEE Trans. Biomed. Eng., vol.54, no.5, pp. 840-846, May 2007.
10. P. Gifani, H. R. Rabiee, M. H. Hashemi, P. Taslimi, andM. Ghabari, "Optimal frac-scaling analysis of human EEG dynamic for depth of anaesthesia quantication," J. Franklin Inst., vol.344, no.3, pp. 212-229, May 2007.
11. T. Nguyen-Ky, P. Wen, and Y. Li, "Theoretical basis for identification of different anesthetic states based on routinely recorded EEG during operation," Comput. Biol. Med., vol.39, no.1, pp. 40-45, 2009.
12. A. Miller, J. W. Sleigh, J. Barnard, and D. A. Steyn-Ross, "Does bispectral analysis add anything but complexity? BIS sub-components may be superior to BIS for detection of awareness," Br. J. Anaesth., vol.93, no.4, pp. 596-597, 2004.
13. G. Barr, J. G. Jakobson, A. Owall, and R. E. Anderson, "Nitrous oxide does not alter bispectral index: study with nitrous oxide as a sole agent and as an adjunct to i.v. anesthesia," Br J. Anaesth., vol.82, pp. 8227-8230, 1999.
14. J. W. Johansen and P. S. Sebel, "Development and clinical application of electroencephalographic bispectrum monitoring," Anesthesiology, vol.93, pp. 1336-1344, 2000.
15. N. Morioka, M. Ozaki, T. Matsukowa, D. I. Sessler, K. Atarashi, and H. Suzuki, "Ketamine causes a paradoxical increase in the bispectral index," Anesthesiology, vol.87, p. A502, 1997.
16. J. D. Hall and G. G. Lockwood, "Bispectral index: Comparison of two montages," Br. J. Anaesth., vol.80, no.3, pp. 342-344, 1998.
17. D. K. Tempe and L. Satyanarayana, "Is there any alternative to the bispectral index monitor?," Br. J. Anaesth., vol.29, no.1, pp. 1-3, 2004.
18. S. Pilge, R. Zanner, G. Schneider, J. Blum, M. Kreuzer, and E. F. Kochs, "Time delay of index calculation: Analysis of cerebral state, bispectral, and narcotrend indices," Anesthesiology, vol.104, no.3, pp. 488-494, 2006.
19. BIS™ Monitor, Export Data Technical Specification. Norwood, MA: Aspect Medical Systems, 2008.
20. S. Arianos and A. Carbone, "De trending moving average algorithm: A closed-form approximation of the scaling law," Physica A, vol.382, pp. 9-15, 2007.
21. L. Xu, P. C. Ivanov, K. Hu, Z. Chen, A. Carbone, and H. E. Stanley, "Quantifying signals with power-law correlations: A comparative study of detrended fluctuation analysis and detrendedmoving average techniques," Phys. Rev. E, vol.71, p. 051101-51114, 2005.
22. S. Arianos and A. Carbone, "Detrending moving average algorithm: A closed-form approximation of the scaling law," Physica A, vol.382, pp. 9-15, 2007.
23. I. Daubechies, Ten Lectures onWavelets SIAM. Philadelphia, PA: SIAM, 1992.
24. D. L. Donoho, "De-noising by soft-thresholding," IEEE Trans. Inf. Theory, vol.41, no.3, pp. 613-627, May 1995.
25. D. L. Donoho and I. M. Johnstone, "Ideal spatial adaptation via wavelet shrinkage," Biometrika, vol.81, pp. 425-455, 1994.
26. O. A. Rosso, S. Blanco, J. Yordanova, V. Kolev, A. Figliola, M. Schürmann, and E. Başar, "Wavelet entropy: A new tool for analysis of short duration brain electrical signals," J. Neurosci. Meth., vol.105, pp. 65-75, 2001.
27. J. Yordanova, V. Kolev, O. A. Rosso, M. Schürmann, O. W. Sakowitz, M. Özgören, and E. Başar, "Wavelet entropy analysis of event-related potentials indicates modality-independent theta dominance," J. Neurosci. Meth., vol.117, pp. 99-109, 2002.
28. C. E. Shannon, "A mathematical theory of communication," Bell Syst. Tech. J., vol.27, pp. 623-656, 1948.
29. T. C. Ferree and R. C. Hwa, "Power-law scaling in human EEG: Relation to Fourier power spectrum," Neurocomputing, vol.52-54, pp. 755-761, 2003.
30. J.-M. Bardet and I. Kammoun, "Asymptotic properties of the detrended uctuation analysis of long range dependence processes," IEEE Trans. Inf. Theory, pp. 1-9, Jul. 2006.
31. R. C. Hwa and T. C. Ferree, "Fluctuation analysis of human electroencephalogram," Nonlinear Phenomena Complex Syst., vol.5, no.3, pp. 302-307, 2002.
32. T. C. Ferree and R. C. Hwa, "Power-law scaling in human EEG: Relation to Fourier power spectrum," Neurocomputing, vol.52-54, pp. 755-761, 2003