DocumentCode :
3175183
Title :
Separation of atrial and ventricular components of body surface potentials in atrial fibrillation using principal component analysis: a computer modelling study
Author :
Haigh, AJ ; Murray, A. ; Langley, P.
Author_Institution :
Newcastle Univ., NSW
fYear :
2005
fDate :
25-28 Sept. 2005
Firstpage :
335
Lastpage :
338
Abstract :
We present a computer model which is used to assess principal component analysis (PCA) as an algorithm for separating atrial and ventricular activity from body surface potentials (BSP). The model is based on separate dipoles for atrial and ventricular activity, where the amplitude and orientation of the dipoles has been extracted from real data taken from 12-lead ECGs. The model simulates BSPs at over 300 sites on a cylindrical torso. Principal components (PC) of the BSPs were calculated for models with i) atrial dipole only, ii) ventricular dipole only and iii) simultaneous atrial and ventricular dipoles. Maps of the individual contributions to the PCs from the BSPs were produced. The atrial and ventricular activities produced distinct maps for the individual dipoles. There were distinct regions on the torso corresponding to atrial and ventricular activities for simultaneous atrial and ventricular dipoles
Keywords :
bioelectric potentials; diseases; electrocardiography; principal component analysis; ECG; PCA; atrial component; atrial dipole; atrial fibrillation; body surface potential; computer modelling; cylindrical torso; principal component analysis; ventricular component; ventricular dipole; Algorithm design and analysis; Atrial fibrillation; Conductivity; Data mining; Electrocardiography; Personal communication networks; Principal component analysis; Rhythm; Signal analysis; Torso;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computers in Cardiology, 2005
Conference_Location :
Lyon
Print_ISBN :
0-7803-9337-6
Type :
conf
DOI :
10.1109/CIC.2005.1588105
Filename :
1588105
Link To Document :
بازگشت