Title :
Time-frequency analysis compensating missing data for Atrial Fibrillation ECG assessment
Author :
Kodituwakku, Sandun ; Kennedy, Rodney A. ; Abhayapala, Thushara D.
Author_Institution :
Sch. of Eng., Australian Nat. Univ., Canberra, ACT, Australia
Abstract :
We propose a novel algorithm for temporal tracking of the fibrillatory frequency for Atrial Fibrillation (AF) ECG. Both Atrial activity extraction and fibrillatory frequency tracking are combined into a single algorithm and analytical expressions are derived for final time-frequency distributions, thus the proposed method is computationally efficient. It can also serve the general purpose of time-frequency analysis of a non stationary signal with missing or corrupted data segments. The method uses short-time expansion of an orthogonal basis set, and regularized least squares solution used to compute a stable coefficients for the basis. A simplified and computationally efficient time-frequency distribution is derived based only on the coefficient vector. The algorithm is successfully applied to simulated as well as real ECG with AF, and its ad vantages over conventional average beat subtraction method are discussed.
Keywords :
diseases; electrocardiography; least mean squares methods; medical signal processing; time-frequency analysis; ECG; atrial activity extraction; atrial fibrillation assessment; corrupted data segments; fibrillatory frequency temporal tracking; fibrillatory frequency tracking; missing data compensation; nonstationary signal time-frequency analysis; orthogonal basis set short time expansion; regularized least squares solution; time-frequency distributions; Algorithm design and analysis; Atrial fibrillation; Electrocardiography; Frequency estimation; Frequency modulation; Harmonic analysis; Time frequency analysis; Atrial Fibrillation; Electrocardiogram; Missing data; Orthogonal Basis; Time-frequency analysis;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location :
Prague
Print_ISBN :
978-1-4577-0538-0
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2011.5946485