Title :
P and twave delineation andwaveform estimation in ECG signals using a block gibbs sampler
Author :
Lin, Chao ; Kail, Georg ; Tourneret, Jean-Yves ; Mailhes, Corinne ; Hlawatsch, Franz
Author_Institution :
TeSA, Univ. of Toulouse, Toulouse, France
Abstract :
The delineation of P and T waves is important for the interpretation of ECG signals. We propose a Bayesian detection-estimation algorithm for simultaneous detection, delineation, and estimation of P and T waves. A block Gibbs sampler exploits the strong local dependencies in ECG signals by imposing block constraints on the P and T wave locations. The proposed algorithm is evaluated on the annotated QT database and compared with two classical algorithms.
Keywords :
Bayes methods; electrocardiography; medical signal processing; signal sampling; waveform analysis; Bayesian algorithm; ECG signals; Gibbs sampling; P wave delineation; QT database; T wave delineation; waveform estimation; Artificial neural networks; Bayesian methods; Electrocardiography; Estimation; Indexes; Noise; Bayesian analysis; ECG; Gibbs sampling; MCMC method; P and T wave delineation;
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.2011.5946459