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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Chanwimalueang, T. von Rosenberg, W. Mandic, D.P. |
| Copyright Year | 2015 |
| Description | Author affiliation: Dept. of Electr. & Electron. Eng, Imperial Coll. London, London, UK (Chanwimalueang, T.; von Rosenberg, W.; Mandic, D.P.) |
| Abstract | Precise detection of R-peaks is a prerequisite in real-world ECG applications - this is particularly critical for wearable ECG where sensors are typically low resolution and embedded. Such recorded ECG data are typically contaminated by noise, motion artefacts, unbalanced skin-electrode impedance and other physiological signals. These affect the quality of R-peak detection and can consequently lead to failure in the evaluation of physiological functions or a misinterpretation of the state of the body, such as in monitoring stress. While numerous methods for R-peak detection are available for stationary and comparably noise-free ECG, robust DSP software for wearable devices is still emerging. To this end, a new approach which combines matched filtering and Hilbert transform is proposed. The RR-intervals and cross-correlation are used in conjunction to not only automatically locate the R-peaks but also to display the candidate ambiguous peaks via an interactive graphical user interface. The performance of the proposed approach is compared to the well-known Pan-Tompkins algorithm and is evaluated for two types of ECG databases: standard stationary data and low-SNR ECG data obtained from wearable ECG. The proposed method results in a distinctly higher positive predictivity and leads to more satisfying overall outcomes, especially for the critical call of low-SNR data. |
| Starting Page | 134 |
| Ending Page | 138 |
| File Size | 170687 |
| Page Count | 5 |
| File Format | |
| ISSN | 21653577 |
| e-ISBN | 9781479980581 |
| DOI | 10.1109/ICDSP.2015.7251845 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2015-07-21 |
| Publisher Place | Singapore |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Electrocardiography Transforms Databases Biomedical monitoring Software Heart rate variability wearable devices R-peak detection RR-interval ECG QRS detection matched filtering Hilbert transform |
| Content Type | Text |
| Resource Type | Article |
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