Font Size: a A A

Wavelet packet-based detection of QRS complexes and study of QRS complex area to duration ratio

Posted on:1999-10-17Degree:M.EType:Thesis
University:The Cooper Union for the Advancement of Science and ArtCandidate:Graeber, Rolf CFull Text:PDF
GTID:2468390014972678Subject:Engineering
Abstract/Summary:
QRS complex detection is performed on the first five minutes of all 48 electrocardiogram (ECG) signals of the MIT-BIH Arrhythmia database (17). A wavelet packet decomposition and compression algorithm optimized for a particular channel (MLII lead) in this database is used for detecting the QRS complex. On the MLII lead, the algorithm on average shows a sensitivity of 96.4% and a predictive value of a positive test of 98.1%. For three signals, other channels were analyzed and the average sensitivity was 92.5% and the average predictive value of a positive test was 95.8%.; To evaluate the hypothesis that the area to duration ratio of the QRS complex in normal heartbeat segments can be used as a predictor for arrhythmias, ECG's of healthy patients and the normal segment of ECG's of patients with arrhythmias were analyzed. It was found that the ratio does not seem to be a suitable predictor of abnormality for this data set.
Keywords/Search Tags:QRS complex
Related items