DocumentCode
409547
Title
Reconstruction of atrial signals derived from the 12-lead ECG using atrial signal extraction techniques
Author
Langley, P. ; Rieta, J.J. ; Stridh, M. ; Millet-Roig, J. ; Sörnmo, L. ; Murray, A.
Author_Institution
Dept. of Med. Phys., Freeman Hosp., Newcastle upon Tyne, UK
fYear
2003
fDate
21-24 Sept. 2003
Firstpage
129
Lastpage
132
Abstract
Several techniques are available for the extraction of the atrial signal from the ECG. Two of these techniques, independent component analysis (ICA) and principal component analysis (PCA), derive global atrial signals which cannot be directly compared with the atrial signals in specific leads. An algorithm for projecting into lead V1 the global atrial signals of these techniques was developed, allowing direct comparisons with the atrial activity in V1 and the atrial signal extracted by spatiotemporal QRST cancellation (STC) which derives the atrial signal directly from the ECG lead. The reconstructed atrial signals were divided into sections corresponding to ventricular activity and inactivity in lead V1 and compared against atrial activity in lead V1 in terms of amplitude and waveform shape.
Keywords
electrocardiography; independent component analysis; medical signal processing; principal component analysis; signal reconstruction; waveform analysis; 12-lead ECG; atrial signal extraction techniques; atrial signal reconstruction; independent component analysis; principal component analysis; spatiotemporal QRST cancellation; ventricular activity; ventricular inactivity; waveform shape; Atrial fibrillation; Data mining; Electrocardiography; Frequency measurement; Hospitals; Independent component analysis; Physics; Principal component analysis; Shape; Spatiotemporal phenomena;
fLanguage
English
Publisher
ieee
Conference_Titel
Computers in Cardiology, 2003
ISSN
0276-6547
Print_ISBN
0-7803-8170-X
Type
conf
DOI
10.1109/CIC.2003.1291107
Filename
1291107
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