Title :
Orthogonal basis expansion based atrial activity reconstruction for atrial fibrillation electrocardiogram analysis
Author :
Kodituwakku, Sandun ; Abhayapala, Thushara D. ; Kennedy, Rodney A.
Author_Institution :
Appl. Signal Process. Group, Australian Nat. Univ., Canberra, ACT, Australia
Abstract :
We propose a novel algorithm for extracting atrial activity from single lead electrocardiogram (ECG) signal sustained with atrial fibrillation (AF), based on a short-time expansion of an orthogonal basis function set. The method preserves the time variation of spectral content of the underlying AF signal, thus time-frequency analysis of the AF signal can be successfully performed. The new method is compared to the standard average beat subtraction (ABS) method using synthetic AF sustained ECG data. The orthogonal basis expansion method has a higher correlation with the original AF signal compared to the ABS method for a range of signal to noise ratio (SNR) levels, and correlation is improved by 16% at an SNR of 0dB. Time-frequency analysis of the reconstructed AF signal based on Bessel distribution also shows the superiority of the orthogonal basis expansion method over ABS.
Keywords :
electrocardiography; medical signal processing; signal reconstruction; Bessel distribution; atrial activity reconstruction; atrial fibrillation; average beat subtraction; electrocardiogram analysis; orthogonal basis expansion; orthogonal basis function set; short-time expansion; signal- to-noise ratio; time-frequency analysis; Atrial Fibrillation; Computer Simulation; Electrocardiography; Heart Atria; Heart Rate; Heart Ventricles; Humans; Image Processing, Computer-Assisted; Kinetics; Oscillometry; Signal Transduction;
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2009.5332608