Title :
A collaborative approach to improve TWA detection
Author :
Deogire, Aruna ; Hamde, Satish
Author_Institution :
METs Inst. of Eng., Nashik, India
Abstract :
T wave Alternans (TWA) is an important risk identification marker of ventricular arrhythmia and Sudden Cardiac Death (SCD). Number of methods is proposed to detect this micro level phenomenon. The correlation (CM) and modified moving average (MMA) are two time domain, popular and well studied methods. The MMA does not have detection stage but quantification results are good and robust. While the CM has both detection and quantification stages but later is underestimated. Thus considering the shortcomings of each, a new collaborative approach in which detection stage of CM and quantification stage of MMA is proposed. The algorithm is tested on TWA challenge database record. Concordance Correlation Coefficient of 0.41 and 0.70 while RMSE values of 18 and 13 are obtained respectively for CM and MMA. A simple correlation coefficient is almost same for two. Thus the understanding limitations of the existing methods and efforts to overcome those shows value addition and improvement in TWA analysis. This will help to enhance overall prognostic and diagnostic performance of TWA test.
Keywords :
correlation methods; diseases; electrocardiography; mean square error methods; medical disorders; medical signal detection; medical signal processing; moving average processes; CM detection stage; MMA quantification stage; RMSE value; SCD risk identification marker; T wave alternans; TWA challenge database; TWA detection algorithm; TWA test diagnostic performance; TWA test prognostic performance; collaborative approach; concordance correlation coefficient; correlation method; modified moving average; sudden cardiac death; time domain; ventricular arrhythmia risk identification marker; Computers; Size measurement; CM; ECG; MMA; TWA;
Conference_Titel :
Industrial Instrumentation and Control (ICIC), 2015 International Conference on
Conference_Location :
Pune
DOI :
10.1109/IIC.2015.7150747