Improvement of power line model in ECG for interference reduction using EKF
作者： L. E. Avendaño , L. D. Avendaño , C. G. Castellanos , J. M. Ferrero
DOI: 10.1007/978-3-540-74471-9_26
关键词:
摘要: In this paper, we compare three different methods for suppressing sinusoidal perturbation, whose amplitude, frequency and phase are supposed to be unknown may present changes along time, particularly, removing power line interference from ECG signal records. The first method is a non-linear adaptive algorithm extraction of non stationary sinusoids (NAENS), which considered as baseline comparison. second third algorithms based on Kalman filtering, using two state space models discrete-time oscillators. As result, it was obtained that both filter have better performance than NAENS method, considering the presence amplitude changes.
springer.com
sci-hub.st 参考文章(10)
Simon S. Haykin, Kalman Filtering and Neural Networks ,(2001)
Roger C Dugan, Mark F McGranaghan, Surya Santoso, H Wayne Beaty, Electrical Power Systems Quality ,(1995)
Masahiko Okada, A Digital Filter for the QRS Complex Detection IEEE Transactions on Biomedical Engineering. ,vol. BME-26, pp. 700- 703 ,(1979) , 10.1109/TBME.1979.326461
M. L. Ahlstrom, W. J. Tompkins, Digital Filters for Real-Time ECG Signal Processing Using Microprocessors IEEE Transactions on Biomedical Engineering. ,vol. BME-32, pp. 708- 713 ,(1985) , 10.1109/TBME.1985.325589
B.F. La Scala, R.R. Bitmead, Design of an extended Kalman filter frequency tracker IEEE Transactions on Signal Processing. ,vol. 44, pp. 739- 742 ,(1996) , 10.1109/78.489052
R. Sameni, M.B. Shamsollahi, C. Jutten, M. Babaie-Zade, Filtering noisy ECG signals using the extended kalman filter based on a modified dynamic ECG model computing in cardiology conference. pp. 1017- 1020 ,(2005) , 10.1109/CIC.2005.1588283
Sunghan Kim, J. McNames, Tracking Tremor Frequency in Spike Trains Using the Extended Kalman Filter international conference of the ieee engineering in medicine and biology society. ,vol. 7, pp. 7576- 7579 ,(2005) , 10.1109/IEMBS.2005.1616265
GD Clifford, PE McSharry, None, Method to filter ecgs and evaluate clinical parameter distortion using realistic ECG model parameter fitting computing in cardiology conference. pp. 715- 718 ,(2005) , 10.1109/CIC.2005.1588204
A.K. Ziarani, A. Konrad, A nonlinear adaptive method of elimination of power line interference in ECG signals IEEE Transactions on Biomedical Engineering. ,vol. 49, pp. 540- 547 ,(2002) , 10.1109/TBME.2002.1001968
S. Bittanti, S.M. Savaresi, On the parametrization and design of an extended Kalman filter frequency tracker IEEE Transactions on Automatic Control. ,vol. 45, pp. 1718- 1724 ,(2000) , 10.1109/9.880631