An adaptive Kalman filter for ECG signal enhancement

IEEE Transactions on Biomedical Engineering

Volumn 58, Issue 4, 2011, Pages 1094-1103

  Vullings, Rik ^a   De Vries, Bert ^a   Bergmans, Jan W M ^a  

^a EINDHOVEN UNIVERSITY OF TECHNOLOGY   (Netherlands)

Author keywords

Electrocardiography; Kalman filter; noise estimation

Indexed keywords

ADAPTIVE ESTIMATION; ADAPTIVE KALMAN FILTER; ADAPTIVE NOISE; BAYESIAN EVIDENCE; BAYESIAN FRAMEWORKS; COVARIANCE ESTIMATION; ECG SIGNALS; MEASUREMENT NOISE; MONITORING TECHNIQUES; MORPHOLOGICAL VARIABILITY; NOISE COVARIANCE; NOISE ESTIMATION; PHYSIOLOGICAL SIGNALS; POSTERIORI; PRIORI INFORMATION; PRIORI KNOWLEDGE; QUASI-PERIODICITIES; SIGNAL CHARACTERISTIC; SIGNAL QUALITY; SPATIAL CORRELATIONS;

ADAPTIVE FILTERS; BAYESIAN NETWORKS; ELECTROCARDIOGRAPHY; ELECTROCHROMIC DEVICES; ESTIMATION; KALMAN FILTERS; OPTIMIZATION; SPURIOUS SIGNAL NOISE;

SIGNAL PROCESSING;

ARTICLE; BAYESIAN LEARNING; ELECTROCARDIOGRAPHY MONITORING; HEART BEAT; NOISE MEASUREMENT; PERIODICITY; SIGNAL NOISE RATIO;

ALGORITHMS; ARRHYTHMIAS, CARDIAC; COMPUTER SIMULATION; DIAGNOSIS, COMPUTER-ASSISTED; ELECTROCARDIOGRAPHY; HUMANS; MODELS, CARDIOVASCULAR; MODELS, STATISTICAL; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 79952929470     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2010.2099229     Document Type: Article

References (25)

1. K. Chang, "Portable obstructive sleep apnea screening system using overnight ECG and a PDA-based wireless transmission system," Telemed. J. E. Health, vol. 15, no. 4, pp. 353-61, May 2009.
2. W. Chen, C. Sonntag, F. Boesten, S. Bambang Oetomo, and L. Feijs, "A design of power supply for neonatal monitoring with wearable sensors," J. Ambient Intell. Smart Env., Spec. Issue Wearable Sens., vol. 1, no. 2, pp. 185-196, 2009.
3. A. Gruetzmann, S. Hansen, and J. Müller, "Novel dry electrodes for ECG monitoring," Physiol. Meas., vol. 28, pp. 1375-1390, 2007. (Pubitemid 350058968)
4. E. Hon, "Instrumentation of fetal heart rate and fetal electrocardiography. II. A vaginal electrode," Amer. J. Obstet. Gynecol., vol. 86, pp. 772-84, 1963.
5. J. H. V. Bemmel and H. van derWeide, "Detection procedure to represent the foetal heart rate and electrocardiogram," IEEE Trans. Biomed. Eng., vol. 13, no. 4, pp. 175-82, Oct. 1966.
6. M. Oehler, V. Ling, K. Melhorn, and M. Schilling, "A multichannel portable ECG system with capacitive sensors," Physiol. Meas., vol. 29, pp. 783-793, 2008. (Pubitemid 352020309)
7. A. Oppenheim and R. Schafer, Discrete-Time Signal Processing, 3rd ed. ed. Englewood Cliffs, NJ: Prentice Hall, 2009.
8. S. Abboud and D. Sadeh, "Spectral analysis of the fetal electrocardiogram," Comput. Biol. Med., vol. 19, no. 6, pp. 409-415, 1989. (Pubitemid 20111395)
9. J. Bailey, A. Berson, A. Garson Jr., L. Horan, P. Macfarlane, D. Mortara, and C. Zywietz, "Recommendations for standardization and specifications in automated electrocardiography: Bandwidth and digital signal processing. A report for health professionals by an ad hoc writing group of the Committee on Electrocardiography and Cardiac Electrophysiology of the Council on Clinical Cardiology, American Heart Association," Circulation, vol. 81, pp. 730-739, 1990. (Pubitemid 20055985)
10. W. Press, B. Flannery, S. Teukolsky, andW.Vetterling, Numerical Recipes: The Art of Scientific Computing. Cambridge, U.K.: Cambridge Univ. Press, 1986.
11. K. Greene, G. Dawes, H. Lilja, and K. Rosén, "Changes in the ST waveform of the fetal lamb electrocardiogram with hypoxemia," Amer. J. Obstet. Gynecol., vol. 144, pp. 950-958, Dec. 1982. (Pubitemid 13216777)
12. R. Sameni, M. Shamsollahi, C. Jutten, and G. Clifford, "A nonlinear bayesian filtering framework for ecg denoising," IEEE Trans. Biomed. Eng., vol. 54, no. 12, pp. 2172-2185, Dec. 2007. (Pubitemid 350157787)
13. E. Frank, "An accurate, clinically practical system for spatial vectorcardiography," Circulation, vol. 13, pp. 737-749, 1956.
14. A. Ben-Israel and T. Greville, Generalized Inverses, 2nd ed. Berlin, Germany: Springer, 2003.
15. J. De Freitas, M. Niranjan, and A. Gee, "Hierarchical Bayesian-Kalman models for regularisation and ARD in sequential learning," Dept. Eng., Cambridge Univ., Cambridge, U.K., Tech. Rep., 1998.
16. Y. Bar-Shalom and X. Li, Estimation and Tracking: Principles, Techniques and Software. Norwood, MA: Artech House Inc., 1993.
17. R. Kalman, "A new approach to linear filtering and prediction problems," Trans. ASME, J. Basic Eng., vol. 82, pp. 35-45, 1960.
18. A. Jazwinski, "Adaptive filtering," Automatica, vol. 5, pp. 475-485, 1969.
19. A. L. Goldberger, L. A. N. Amaral, L. Glass, J. M. Hausdorff, P. C. Ivanov, R. G. Mark, J. E. Mietus, G. B. Moody, C.-K. Peng, and H. E. Stanley. (2000, Jun. 13). PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals. Circulation Online.. 101(23), pp. e215-e220. Available: http://circ.ahajournals.org/cgi/content/full/101/23/ e215.
20. S. Butterworth, "On the theory of filter amplifiers," Exp.WirelessWireless Eng., vol. 7, pp. 536-541, Oct. 1930.
21. R. Vullings, C. Peters, R. Sluijter, M. Mischi, S. Oei, and J. Bergmans, "Dynamic segmentation and linear prediction for maternal ECG removal in antenatal abdominal recordings," Physiol. Meas., vol. 30, pp. 291-307, 2009.
22. S. Martens, R. Sluijter, S.Oei, and J.Bergmans, " ImprovingQRSdetection in multi-channel electrocardiography by principal component analysis," presented at the Int. Federation for Medical and Biological Engineering, Prague, Czech Republic, Nov. 2005.
23. F. Gritzali, G. Frangakis, and G. Papakonstantinou, "Detection of the P andTwaves in an ECG," Comput. Biomed. Res., vol. 22, no. 1, pp. 83-91, Feb. 1989. (Pubitemid 19053339)
24. J. Oldenburg and M. Macklin, "Changes in the conduction of the fetal electrocardiogram to the maternal abdominal surface during gestation," Am. J. Obstet. Gynecol., vol. 129, no. 4, pp. 425-433, Oct. 1977. (Pubitemid 8211785)
25. M. Ford, S. Sands, and L. Lew H, "Overview of artifact reduction and removal in evoked potential and event-related potential recordings," Phys. Med. Rehabil. Clin. N. Amer., vol. 15, no. 1, pp. 1-17, Feb. 2004. (Pubitemid 38210031)