Hilbert-huang transform for analysis of heart rate variability in cardiac health

IEEE/ACM Transactions on Computational Biology and Bioinformatics

Volumn 8, Issue 6, 2011, Pages 1557-1567

  Li, Helong ^a   Kwong, Sam ^b   Yang, Lihua ^c   Huang, Daren ^c   Xiao, Dongping ^d  

^a SOUTH CHINA UNIVERSITY OF TECHNOLOGY   (China)

^b CITY UNIVERSITY OF HONG KONG   (Hong Kong)

^c SUN YAT SEN UNIVERSITY   (China)

^d CHONGQING UNIVERSITY   (China)

Author keywords

empirical mode decomposition (EMD); heart rate variability (HRV); Hilbert marginal spectrum (HMS); Hilbert Huang transform (HHT); interpolation; resampling; spectrum estimation

Indexed keywords

EMPIRICAL MODE DECOMPOSITION; HEART RATE VARIABILITY; HILBERT HUANG TRANSFORMS; HILBERT MARGINAL SPECTRUM (HMS); RESAMPLING; SPECTRUM ESTIMATION;

DATA HANDLING; ESTIMATION; FREQUENCY BANDS; HEART; INTERPOLATION; MATHEMATICAL TRANSFORMATIONS; POWER SPECTRAL DENSITY; SPECTRAL DENSITY; TIME SERIES;

SIGNAL PROCESSING;

ADRENERGIC SYSTEM; ADULT; ALGORITHM; ARTICLE; AUTONOMIC NERVOUS SYSTEM; BIOLOGICAL MODEL; COMPUTER ASSISTED DIAGNOSIS; ELECTROCARDIOGRAPHY; HEART RATE; HUMAN; METHODOLOGY; PHYSIOLOGY; REPRODUCIBILITY;

ADULT; ALGORITHMS; AUTONOMIC NERVOUS SYSTEM; DIAGNOSIS, COMPUTER-ASSISTED; ELECTROCARDIOGRAPHY; HEART RATE; HUMANS; MODELS, CARDIOVASCULAR; REPRODUCIBILITY OF RESULTS; SYMPATHETIC NERVOUS SYSTEM;

EID: 80052900654     PISSN: 15455963     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCBB.2011.43     Document Type: Article

References (39)

1. E. Bayly, "Spectral Analysis of Pulse Frequency Modulation in the Nervous Systems," IEEE Trans. Biomedical Eng., vol. BME-15, no. 4, pp. 257-265, Oct. 1968.
2. M. Malik, "Heart Rate Variability: Standards of Measurement, Physiological Interpretation, and Clinical Use," Circulation: European Soc. Cardiology North Am. Soc. Pacing and Electrophysiology, vol. 93, pp. 1043-1065, 1996. (Pubitemid 26074841)
3. G.G. Berntson, J.T. Bigger Jr., D.L. Eckberg, P. Grossman, P.G. Kaufmann, M. Malik, H.N. Nagaraja, S.W. Porges, J.P. Saul, P.H. Stone, and M.W. Van Der Molen, "Heart Rate Variability: Origins, Methods, and Interpretive Caveats," Psychophysiology, vol. 34, pp. 623-648, 1997. (Pubitemid 27514918)
4. G.A. Myers, G.J. Martin, N.M. Magid, P.S. Barnett, J.W. Schaad, J.S. Weiss, M. Lesch, and D.H. Singer, "Power Spectral Analysis of Heart Rate Variability in Sudden Cardiac Death: Comparison to Other Methods," IEEE Trans. Biomedical Eng., vol. BME-33, no. 12, pp. 1149-1156, Dec. 1986. (Pubitemid 17517264)
5. U. Zwiener and D. Hoyer, "Deterministic Chaotic and Periodic Properties of Heart Rate and Arterial Pressure Fluctuations and Their Mediation in Piglets," Cardiovascular Research, vol. 31, no. 3, pp. 455-465, 1996. (Pubitemid 26106125)
6. F. Lombardi, "Chaos Theory, Heart Rate Variability, and Arrhythmic Mortality," Circulation, vol. 101, pp. 8-10, 2000. (Pubitemid 30039068)
7. C. Yang and T. Kuo, "Assessment of Cardiac Sympathetic Regulation by Respiratory-Related Arterial Pressure Variability in the Rat," J. Physiology, vol. 515, pp. 887-896, 1999. (Pubitemid 29140121)
8. A.M. Bianchi, L.T. Mainardi, C. Merloni, S. Chierchia, and S. Cerutti, "Continuous Monitoring of the Sympatho-Vagal Balance through Spectral Analysis," IEEE Eng. in Medicine and Biology Magazine, vol. 16, no. 5, pp. 64-73, Sept./Oct. 1997. (Pubitemid 27413178)
9. A. Zaza and F. Lombardi, "Autonomic Indexes Based on the Analysis of Heart Rate Variability: A View from the Sinus Node," Cardiovascular Research, vol. 50, pp. 434-442, 2001. (Pubitemid 32480237)
10. D.L. Eckberg, "Sympathovagal Balance: A Critical Appraisal," Circulation, vol. 96, pp. 3224-3232, 1997. (Pubitemid 27500129)
11. M.S. Houle and G.E. Billman, "Low-Frequency Component of Heart Rate Variability Spectrum: A Poor Marker of Sympathetic Activity," Am. J. Physiology, vol. 276, pp. 215-223, 1999.
12. E. Pyetan, O. Zoran, E. Toledo, and S. Akselrod, "A Theoretical Model for the Dependency of Heart Rate on Gradual Vagal Blockade by Atropine," Computers in Cardiology, vol. 28, pp. 653-656, 2001. (Pubitemid 34167215)
13. A. Porta, N. Montano, M. Pagani, A. Malliani, P. van de Borne, and V.K. Somers, "The Increase of Respiratory Sinus Arrhythmia during Low Dose Atropine Is Not Due to Changes of the Sinus Node Transfer Function or Baroreflex," Computers in Cardiology, vol. 29, pp. 581-584, 2002.
14. G. Sandrone, A. Mortara, D. Torzillo, M.T. La Rovere, A. Malliani, and F. Lombardi, "Effects of Beta Blockers (Atenolol or Metoprolol) on Heart Rate Variability After Acute Myocardial Infarction," Am. J. Cardiology, vol. 74, pp. 340-345, 1994. (Pubitemid 24253470)
15. P. Laguna, G.B. Moody, and R.G. Mark, "Power Spectral Density of Unevenly Sampled Data by Least Square Analysis Performance and Application to Heart Rate Signals," IEEE Trans. Biomedical Eng., vol. 45, no. 6, pp. 698-715, June 1998. (Pubitemid 28294274)
16. I.S. John and S. Ying, "Assessment of Chaotic Parameters in Non-Stationary Electrocardiograms by Use of Empirical Mode Decomposition," Annals of Biomedical Eng., vol. 32, pp. 1348-1354, 2004.
17. J.C. Echeverria and J.A. Crowe, "Application of Empirical Mode Decomposition to Heart Rate Variability Analysis," Medical and Biological Eng. and Computing, vol. 39, pp. 471-479, 2001. (Pubitemid 32737508)
18. R. Balocchi and D. Menicucci, "Deriving the Respiratory Sinus Arrhythmia from the Heartbeat Time Series Using Empirical Mode Decomposition," Chaos, Solitons, and Fractals, vol. 20, pp. 171-177, 2004.
19. Y. Zhong, H. Wang, K. Hwan Ju, K.-M. Jan, and K.H. Chon, "Nonlinear Analysis of the Separate Contributions of Autonomic Nervous Systems to Heart Rate Variability Using Principal Dynamic Modes," IEEE Trans. Biomedical Eng., vol. 51, no. 2, pp. 255-262, Feb. 2004. (Pubitemid 38133605)
20. W.G. Hawkins, "Fourier Transform Resampling: Theory and Application," IEEE Trans. Nuclear Science, vol. 44, no. 4, pp. 1543-1551, Aug. 1997. (Pubitemid 127767103)
21. J. Mateo and P. Laguna, "New Heart Rate Variability Time-Domain Signal Construction from the Bead Occurrence Time and the IPFM Model," Computers in Cardiology, pp. 185-188, 1996, doi: 10.1109/CIC.1996.542504.
22. J. Mateo and P. Laguna, "Improved Heart Rate Variability Signal Analysis from the Beat Occurrence Times According to the IPFM Model," IEEE Trans. Biomedical Eng., vol. 47, no. 8, pp. 985-996, Aug. 2000. (Pubitemid 30614831)
23. Q. Yuan, P.M. Thomas, and W. Rosaltind Picard, "Bayesian Spectrum Estimation of Unevenly Sampled Non-Stationary Data," Proc. IEEE Int'l Conf. Acoustics, Speech, and Signal Processing, pp. 1473-1476, 2002.
24. G.L. Bretthorst, "Nonuniform Sampling: Bandwidth and Aliasing," Proc. 19th Int'l Workshop Bayesian Inference and Maximum Entropy Methods in Science and Eng., vol. 567, pp. 1-28, 2001.
25. M.E.D. Gomes, H.N. Guimaraes, A.L.P. Ribeiro, and L.A. Aguirre, "Does Preprocessing Change Nonlinear Measures of Heart Rate Variability, " Computers in Biology and Medicine, vol. 32, pp. 481-494, 2002. (Pubitemid 35287137)
26. G.D. Clifford and L. Tarassenko, "Quantifying Errors in Spectral Estimates of HRV Due to Beat Replacement and Resampling," IEEE Trans. Biomedical Eng., vol. 52, no. 4, pp. 630-638, Apr. 2005. (Pubitemid 40477173)
27. J. Jezewski, T. Kupka, and K. Horoba, "Extraction of Fetal Heart-Rate Signal as the Time Event Series from Evenly Sampled Data Acquired Using Doppler Ultrasound Technique," IEEE Trans. Biomedical Eng., vol. 55, no. 2, pp. 805-810, Feb. 2008.
28. S.R. Seydnejad and R.I. Kitney, "Real-Time Heart Rate Variability Extraction Using the Kaiserwidow," IEEE Trans. Biomedical Eng., vol. 44, no. 10, pp. 990-1104, Oct. 1997.
29. V. Dieter and B. Frank, "Wavelet Decomposition Analysis of Heart Rate Variability in Aerobic Athletes," Autonomic Neu-roscience, vol. 90, nos. 1-2, pp. 138-141, 20 July 2001.
30. N.E. Huang et al., "The Empirical Mode Decomposition and the Hilbert Spectrum for Nonlinear and Non-Stationary Time Series Analysis," Proc. Royal Soc. London Series A, vol. 454, pp. 903-995, 1998. (Pubitemid 128733183)
31. E.P.S. Neto et al., "Assessment of Cardiovascular Autonomic Control by the Empirical Mode Decomposition," Methods of Information in Medicine, vol. 43, no. 1, pp. 60-65, 2004.
32. E.P.S. Neto et al., "Empirical Mode Decomposition to Assess Cardiovascular Autonomic Control in Rats," Fundamental and Clinical Pharmacology, vol. 21, no. 5, pp. 481-496, 2007.
33. M.R. Ortiz and E.R. Bojorges, "Analysis of High Frequency Fetal Heart Rate Variability Using Empirical Mode Decomposition," Computers in Cardiology, vol. 32, pp. 675-678, Sept. 2005. (Pubitemid 46276752)
34. K. Shafqat et al., "Empirical Mode Decomposition (EMD) Analysis of HRV Data from Locally Anesthetized Patients," Proc. IEEE Ann. Int'l Conf. Eng. in Medicine and Biology Soc., pp. 2244-2247, 2009.
35. E. Abdulhay et al., "Cardiogenic Oscillations Extraction in Inductive Plethysmography: Ensemble Empirical Mode Decomposition," Proc. 31st IEEE Ann. Int'l Conf. Eng. in Medicine and Biology Soc., pp. 2240-2243, 2009.
36. J.R. Yeh, S.Z. Fan, and J.S. Shieh, "Human Heart Beat Analysis Using a Modified Algorithm of Detrended Fluctuation Analysis Based on Empirical Mode Decomposition," Medical Eng. and Physics, vol. 31, no. 1, pp. 92-100, 2009.
37. L.J. Hadjileontiadis, "A Novel Technique for Denoising Explosive Lung Sounds Empirical Mode Decomposition and Fractal Dimension Filter," IEEE Eng. in Medicine and Biology Magazine, vol. 26, no. 1, pp. 30-39, Jan./Feb. 2007. (Pubitemid 46188188)
38. Y.F. Zhang;, Y.L. Gao, L. Wang, J.H. Chen, and X.L. Shi, "The Removal of Wall Components in Doppler Ultrasound Signals by Using the Empirical Mode Decomposition Algorithm," IEEE Trans. Biomedical Eng., vol. 54, no. 9, pp. 1631-1642, Sept. 2007. (Pubitemid 47301042)
39. B.V. Manuel, B.W. Weng, and E.B. Kenneth, "ECG Signal Denoising and Baseline Wander Correction Based on the Empirical Mode Decomposition," Computers in Biology and Medicine, vol. 38, no. 1, pp. 1-13, 2008.