Please use this identifier to cite or link to this item:
Scopus Web of Science® Altmetric
Type: Journal article
Title: Two-dimensional warping for one-dimensional signals - conceptual framework and application to ECG processing
Author: Schmidt, M.
Baumert, M.
Porta, A.
Malberg, H.
Zaunseder, S.
Citation: IEEE Transactions on Signal Processing, 2014; 62(21):5577-5588
Publisher: IEEE
Issue Date: 2014
ISSN: 1053-587X
Statement of
Martin Schmidt, Mathias Baumert, Alberto Porta, Hagen Malberg, and Sebastian Zaunseder
Abstract: We propose a novel method for evaluating the similarity between two 1d patterns. Our method, referred to as two-dimensional signal warping (2DSW), extends the basic ideas of known warping techniques such as dynamic time warping and correlation optimized warping. By employing two-dimensional piecewise stretching 2DSW is able to take into account inhomogeneous variations of shapes. We apply 2DSW to ECG recordings to extract beat-to-beat variability in QT intervals (QTV) that is indicative of ventricular repolarization lability and typically characterised by a low signal-to-noise ratio. Simulation studies show high robustness of our approach in presence of typical ECG artefacts. Comparison of short-term ECG recorded in normal subjects versus patients with myocardial infarction (MI) shows significantly increased QTV in patients (normal subject 2.36 ms ± 1.05 ms vs. MI patients 5.94 ms ± 5.23 ms (mean ± std), p < 0.001 ). Evaluation of a standard QT database shows that 2DSW allows highly accurate tracking of QRS-onset and T-end. In conclusion, the two-dimensional warping approach introduced here is able to detect subtle changes in noisy quasi-periodic biomedical signals such as ECG and may have diagnostic potential for measuring repolarization lability in MI patients. In more general terms, the proposed method provides a novel means for morphological characterization of 1d signals.
Keywords: Dynamic time warping; ECG; QT; QT interval; QT variability; signal processing; two-dimensional warping; warping
Rights: © 2014 EU
DOI: 10.1109/TSP.2014.2354313
Appears in Collections:Aurora harvest 3
Electrical and Electronic Engineering publications

Files in This Item:
There are no files associated with this item.

Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.