Title :
Improvement of ECG signal quality measurement using correlation and diversity-based approaches
Author :
Martinez-Tabares, F.J. ; Espinosa-Oviedo, J. ; Castellanos-Dominguez, German
Author_Institution :
Signal Process. & Recognition Group, Univ. Nac. de Colombia, Manizales, Colombia
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
A large proportion of cardiovascular diseases might be preventable, however, majority of this diseases occurs in rural areas where there is a poor presence of cardiologists. To overcome this issue, the use of wearable devices within the telemedicine framework would be of benefit. However, implementation of processing algorithms in smart-phones at mobile environments imposes restrictions ensuring high measurement quality of acquired ECG data, while maintaining low computation burden. This work presents an algorithm for scoring the quality of measured ECG recordings is developed. Particularly, a quality score is provided that takes into account the proportional correlation observed in acceptable signals based on a diversity scheme, and their inverse relation with standard deviation. Testing of proposed algorithm is carried out upon two different databases, the first one is of own production, while the second one is obtained from Physionet. As a result, high values of sensitivity and specificity are achieved.
Keywords :
cardiovascular system; correlation methods; diseases; electrocardiography; medical signal processing; telemedicine; ECG signal quality measurement; Physionet; cardiovascular diseases; diversity scheme; processing algorithms; sensitivity; specificity; telemedicine; wearable devices; Atmospheric measurements; Channel estimation; Correlation; Databases; Electrocardiography; Mobile communication; Particle measurements; Algorithms; Arrhythmias, Cardiac; Diagnosis, Computer-Assisted; Electrocardiography; Humans; Reproducibility of Results; Sensitivity and Specificity; Statistics as Topic;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6346916