Title :
Coherence as a measure of noise in the ECG
Author :
Struijk, Johannes J. ; Graff, Claus ; Kanters, Jorgen K. ; Xue, Joel Q. ; Jensen, Ask Schou ; Schmidt, Samuel
Author_Institution :
Aalborg Univ., Aalborg, Denmark
Abstract :
The 12-lead ECG can be described as the projection of a time-varying dipole on the lead vectors. This dipole-source assumption implies that the different leads must show a high coherence and that deviations from values close to unity may indicate the presence of noise.We evaluated the average coherence in the band of 5 Hz to 45 Hz in 309 ECGs and compared the coherence measure with an automatic out-of-band noise evaluation, quantified at a scale from 0 (clean) to 10 (very noisy). The generalized magnitude squared coherence (GMSC), which is a global measure of the linear relationships among the leads, was used. A high coherence (GMSC> O. 95) was always associated with very low noise (level 0 or 1) and 0.9<;GMSC<;0.95 was associated with levels 0-2. For noise levels > 2 the GMSC was <;0.87 in all cases. There were no cases of high noise level and a high coherence, however, in 32% of the cases with noise level 0 or 1 the GMSC was <;0.8. For low-noise ECGs the GMSC is close to unity, with a good correlation between noise level and GMSC for normal ECGs. However, a low coherence also seems to be associated with abnormalities in the ECG, which will be subject for further study.
Keywords :
coherence; electric noise measurement; electrocardiography; medical signal processing; 12-lead ECG; dipole-source assumption; frequency 5 Hz to 45 Hz; generalized magnitude squared coherence; lead vector; noise evaluation; noise level; noise measurement; time-varying dipole projection; Abstracts; Coherence; Noise level;
Conference_Titel :
Computing in Cardiology Conference (CinC), 2014
Print_ISBN :
978-1-4799-4346-3