Torres, V.A.M.F. and Silva, D.A.C. and Torres, L.C.B. and Braga, M.T. and Cardoso, M.B.R. and Lino, V.T. and Sill Torres, Frank and Braga, A.P. (2020) Embedded real-time feature extraction for electrode inversion detection in telemedicine electrocardiograms. Biomedical Signal Processing and Control, 60, p. 101946. Elsevier. doi: 10.1016/j.bspc.2020.101946. ISSN 1746-8094.
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Official URL: https://doi.org/10.1016/j.bspc.2020.101946
Abstract
Early detection of technical errors in medical examinations, especially in remote locations, is of utmost importance in order to avoid invalid measurements that would require costly and time consuming repetitions. This paper proposes a highly efficient method for the identification of an erroneous inversion of the measuring electrodes during a multichannel electrocardiogram. Therefore, a widely applied approach for heart beat detection is modified and approximated feature extraction techniques are employed. In contrast to existing works, the improved heart beat identification requires no removal of baseline wandering and no amplitude related thresholds. Furthermore, a piecewise linear approximation of the baseline and basic calculations are sufficient for extracting the cardiac axis, which allows the construction of a classifier capable of quickly detecting electrode reversals. Our implementation indicates that the proposed method has minimal hardware costs and is able to operate in real-time on a simple micro-controller.
| Item URL in elib: | https://elib.dlr.de/136269/ | ||||||||||||||||||||||||||||||||||||
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| Document Type: | Article | ||||||||||||||||||||||||||||||||||||
| Title: | Embedded real-time feature extraction for electrode inversion detection in telemedicine electrocardiograms | ||||||||||||||||||||||||||||||||||||
| Authors: |
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| Date: | 15 May 2020 | ||||||||||||||||||||||||||||||||||||
| Journal or Publication Title: | Biomedical Signal Processing and Control | ||||||||||||||||||||||||||||||||||||
| Refereed publication: | Yes | ||||||||||||||||||||||||||||||||||||
| Open Access: | No | ||||||||||||||||||||||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||||||||||||||||||||||
| In SCOPUS: | Yes | ||||||||||||||||||||||||||||||||||||
| In ISI Web of Science: | Yes | ||||||||||||||||||||||||||||||||||||
| Volume: | 60 | ||||||||||||||||||||||||||||||||||||
| DOI: | 10.1016/j.bspc.2020.101946 | ||||||||||||||||||||||||||||||||||||
| Page Range: | p. 101946 | ||||||||||||||||||||||||||||||||||||
| Publisher: | Elsevier | ||||||||||||||||||||||||||||||||||||
| Series Name: | Elsevier Biomedical Signal Processing and Control | ||||||||||||||||||||||||||||||||||||
| ISSN: | 1746-8094 | ||||||||||||||||||||||||||||||||||||
| Status: | Published | ||||||||||||||||||||||||||||||||||||
| Keywords: | Algorithm, Telemedicine, Machine learning | ||||||||||||||||||||||||||||||||||||
| HGF - Research field: | other | ||||||||||||||||||||||||||||||||||||
| HGF - Program: | other | ||||||||||||||||||||||||||||||||||||
| HGF - Program Themes: | other | ||||||||||||||||||||||||||||||||||||
| DLR - Research area: | no assignment | ||||||||||||||||||||||||||||||||||||
| DLR - Program: | no assignment | ||||||||||||||||||||||||||||||||||||
| DLR - Research theme (Project): | no assignment | ||||||||||||||||||||||||||||||||||||
| Location: | Bremerhaven | ||||||||||||||||||||||||||||||||||||
| Institutes and Institutions: | Institute for the Protection of Maritime Infrastructures > Reslience of Maritime Systems | ||||||||||||||||||||||||||||||||||||
| Deposited By: | Sill Torres, Dr. Frank | ||||||||||||||||||||||||||||||||||||
| Deposited On: | 26 Oct 2020 09:36 | ||||||||||||||||||||||||||||||||||||
| Last Modified: | 13 Jul 2021 10:34 |
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