Single-lead f-wave extraction using diffusion geometry

作者: John Malik , Neil Reed , Chun-Li Wang , Hau-tieng Wu

DOI: 10.1088/1361-6579/AA707C

关键词:

摘要: A novel single-lead f-wave extraction algorithm based on the modern diffusion geometry data analysis framework is proposed. The essentially an averaged beat subtraction algorithm, where ventricular activity template estimated by combining a newly designed metric, "diffusion distance," and non-local Euclidean median non-linear manifold setup. We coined DD-NLEM. Two simulation schemes are considered, new DD-NLEM outperforms traditional algorithms, including average subtraction, principal component analysis, adaptive singular value cancellation, in different evaluation metrics with statistical significance. clinical potential shown real Holter signal, we introduce score to evaluate performance of algorithm.

参考文章(36)
Raúl Alcaraz, Fernando Hornero, José J Rieta, Assessment of non-invasive time and frequency atrial fibrillation organization markers with unipolar atrial electrograms. Physiological Measurement. ,vol. 32, pp. 99- 114 ,(2011) , 10.1088/0967-3334/32/1/007
Bobbi L. Hoppe, Andrew M. Kahn, Gregory K. Feld, Alborz Hassankhani, Sanjiv M. Narayan, Separating Atrial Flutter From Atrial Fibrillation With Apparent Electrocardiographic Organization Using Dominant and Narrow F-Wave Spectra Journal of the American College of Cardiology. ,vol. 46, pp. 2079- 2087 ,(2005) , 10.1016/J.JACC.2005.08.048
Janet Slocum, Alan Sahakian, Steven Swiryn, Diagnosis of atrial fibrillation from surface electrocardiograms based on computer-detected atrial activity Journal of Electrocardiology. ,vol. 25, pp. 1- 8 ,(1992) , 10.1016/0022-0736(92)90123-H
Andrius Petrenas, Vaidotas Marozas, Leif Sornmo, Arunas Lukosevicius, An Echo State Neural Network for QRST Cancellation During Atrial Fibrillation IEEE Transactions on Biomedical Engineering. ,vol. 59, pp. 2950- 2957 ,(2012) , 10.1109/TBME.2012.2212895
J Slocum, E Byrom, L McCarthy, A Sahakian, S Swiryn, Computer detection of atrioventricular dissociation from surface electrocardiograms during wide QRS complex tachycardias. Circulation. ,vol. 72, pp. 1028- 1036 ,(1985) , 10.1161/01.CIR.72.5.1028
P. Laguna, L. Sörnmo, Sampling rate and the estimation of ensemble variability for repetitive signals. Medical & Biological Engineering & Computing. ,vol. 38, pp. 540- 546 ,(2000) , 10.1007/BF02345750
Magnus Holm, Steen Pehrson, Max Ingemansson, Leif Sörnmo, Rolf Johansson, Lennart Sandhall, Max Sunemark, Birgit Smideberg, Christian Olsson, S Bertil Olsson, Non-invasive assessment of the atrial cycle length during atrial fibrillation in man: introducing, validating and illustrating a new ECG method Cardiovascular Research. ,vol. 38, pp. 69- 81 ,(1998) , 10.1016/S0008-6363(97)00289-7
A. Singer, H.-T. Wu, Two-Dimensional Tomography from Noisy Projections Taken at Unknown Random Directions SIAM Journal on Imaging Sciences. ,vol. 6, pp. 136- 175 ,(2013) , 10.1137/090764657
K. N. Chaudhury, A. Singer, Non-Local Euclidean Medians IEEE Signal Processing Letters. ,vol. 19, pp. 745- 748 ,(2012) , 10.1109/LSP.2012.2217329
Stanley Nattel, New ideas about atrial fibrillation 50 years on Nature. ,vol. 415, pp. 219- 226 ,(2002) , 10.1038/415219A