Warianty tytułu
Języki publikacji
Abstrakty
The main purpose of this paper is to present some advantages of nonlinear filtering of biomedical signals. The nonlinear M-filters are considered in this paper to suppress specific kind of noise - an impulsive noise in high resolution ECG signal. The impulsive noise can be modeled by symmetric \alfa-stable distribution (S\alfaS). The following type of M-filters are used in this work: median filter, myriad filter and five M-filter characterized by their cost function (skipped median, Andrew's sine, Tukey's biweight, standard M-filter, arc tangent M-filter). Their ability to suppress the impulsive noise is tested with a high resolution ECG signal that is corrupted by artificial noise and real muscle noise.
Czasopismo
Rocznik
Tom
Strony
3-13
Opis fizyczny
Bibliogr. 13 poz., tab., wykr.
Twórcy
autor
- Institute of Electronics, Division of Biomedical EIectronics, ul. Akademicka 16, 44-100 Gliwice, Poland, tpander@polsl.pl
Bibliografia
- 1. Bröcker J., Parlitz U., Ogorzalek M.: Nonlinear Noise Reduction, Proceedings of the IEEE, 90, 898-918.
- 2. Georgiou P.G., Tsakalides P., Kyriakakis Ch.: Alpha-Stable Modeling of Noise and Robust Time-delay Estimation in the Presence of Impulsive Noise, IEEE Trans. on Multimedia 1999, 1, 291-301.
- 3. Kalluri S.: Nonlinear Adaptive Algorithms for Robust Signal Processing and Communications in Impulsive Environments, Ph.D. Thesis, 1998, University of Delaware.
- 4. Kalluri S., Arce G.R.: Fast Algorithms For Weighted Myriad Computation by Fixed Point Search, IEEE Trans. on Signal Processing 2000, 48, 159-171.
- 5. Lau D.L., Gonzalez J.G.: The Closest-to-mean Filter: an Edge Preserving Smoother For Gaussian Environments, IEEE Conference 1997, 2593-2596.
- 6. Lee Y.H., Kassam S.A.: Generalized Median Filtering and Related Nonlinear Filtering Techniques, IEEE Transactions on Acoustics, Speech, and Signal Processing 1985, 33, 672-683.
- 7. Numerical Recipes in C: The Art of Scientific Computing: http://www.nr.com.
- 8. Pander T.: Application of weighted myriad filters to suppress impulsive noise in biomedical signals, TASK Quarterly 2004, 8, 199-216.
- 9. Poularikas A.D.: The Handbook of Formulas and Tables for Signal Processing, CRC Press LLC, 1999.
- 10. Shao M., Nikias Ch.L.: Signal processing with fractional lower order moments: stable processes and their applications, Proceedings of IEEE 1993, 81, 986-1009.
- 11. Tsihrintzis G.A., Nikias Ch.L.: Fast estimation of the parameters of alpha-stable impulsive interference, IEEE Trans. on Signal Processing 1996, 44, 1492-1503.
- 12. Tsihrintzis G.A., Shao M., Nikias Ch.L.: Recent results in applications and processing of α-stable-distributed time series, J. Franklin Inst. 1996, 333(B), 467-497.
- 13. Yin L., Yang R., Gabbouj M., Neuvo Y.: Weighted Median Filters: a Tutorial, IEEE Trans. On Circuits and Systems - II: Analog and Digital Signal Processing 1996, 43, 157-192.
Typ dokumentu
Bibliografia
Identyfikatory
Identyfikator YADDA
bwmeta1.element.baztech-article-BPZ1-0030-0026