Cargando…
Adaptive Noise Reduction Algorithm to Improve R Peak Detection in ECG Measured by Capacitive ECG Sensors
Electrocardiograms (ECGs) can be conveniently obtained using capacitive ECG sensors. However, motion noise in measured ECGs can degrade R peak detection. To reduce noise, properties of reference signal and ECG measured by the sensors are analyzed and a new method of active noise cancellation (ANC) i...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6069047/ https://www.ncbi.nlm.nih.gov/pubmed/29966231 http://dx.doi.org/10.3390/s18072086 |
_version_ | 1783343407821750272 |
---|---|
author | Seo, Minseok Choi, Minho Lee, Jun Seong Kim, Sang Woo |
author_facet | Seo, Minseok Choi, Minho Lee, Jun Seong Kim, Sang Woo |
author_sort | Seo, Minseok |
collection | PubMed |
description | Electrocardiograms (ECGs) can be conveniently obtained using capacitive ECG sensors. However, motion noise in measured ECGs can degrade R peak detection. To reduce noise, properties of reference signal and ECG measured by the sensors are analyzed and a new method of active noise cancellation (ANC) is proposed in this study. In the proposed algorithm, the original ECG signal at QRS interval is regarded as impulsive noise because the adaptive filter updates its weight as if impulsive noise is added. As the proposed algorithm does not affect impulsive noise, the original signal is not reduced during ANC. Therefore, the proposed algorithm can conserve the power of the original signal within the QRS interval and reduce only the power of noise at other intervals. The proposed algorithm was verified through comparisons with recent research using data from both indoor and outdoor experiments. The proposed algorithm will benefit a noise reduction of noisy biomedical signal measured from sensors. |
format | Online Article Text |
id | pubmed-6069047 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-60690472018-08-07 Adaptive Noise Reduction Algorithm to Improve R Peak Detection in ECG Measured by Capacitive ECG Sensors Seo, Minseok Choi, Minho Lee, Jun Seong Kim, Sang Woo Sensors (Basel) Article Electrocardiograms (ECGs) can be conveniently obtained using capacitive ECG sensors. However, motion noise in measured ECGs can degrade R peak detection. To reduce noise, properties of reference signal and ECG measured by the sensors are analyzed and a new method of active noise cancellation (ANC) is proposed in this study. In the proposed algorithm, the original ECG signal at QRS interval is regarded as impulsive noise because the adaptive filter updates its weight as if impulsive noise is added. As the proposed algorithm does not affect impulsive noise, the original signal is not reduced during ANC. Therefore, the proposed algorithm can conserve the power of the original signal within the QRS interval and reduce only the power of noise at other intervals. The proposed algorithm was verified through comparisons with recent research using data from both indoor and outdoor experiments. The proposed algorithm will benefit a noise reduction of noisy biomedical signal measured from sensors. MDPI 2018-06-29 /pmc/articles/PMC6069047/ /pubmed/29966231 http://dx.doi.org/10.3390/s18072086 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Seo, Minseok Choi, Minho Lee, Jun Seong Kim, Sang Woo Adaptive Noise Reduction Algorithm to Improve R Peak Detection in ECG Measured by Capacitive ECG Sensors |
title | Adaptive Noise Reduction Algorithm to Improve R Peak Detection in ECG Measured by Capacitive ECG Sensors |
title_full | Adaptive Noise Reduction Algorithm to Improve R Peak Detection in ECG Measured by Capacitive ECG Sensors |
title_fullStr | Adaptive Noise Reduction Algorithm to Improve R Peak Detection in ECG Measured by Capacitive ECG Sensors |
title_full_unstemmed | Adaptive Noise Reduction Algorithm to Improve R Peak Detection in ECG Measured by Capacitive ECG Sensors |
title_short | Adaptive Noise Reduction Algorithm to Improve R Peak Detection in ECG Measured by Capacitive ECG Sensors |
title_sort | adaptive noise reduction algorithm to improve r peak detection in ecg measured by capacitive ecg sensors |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6069047/ https://www.ncbi.nlm.nih.gov/pubmed/29966231 http://dx.doi.org/10.3390/s18072086 |
work_keys_str_mv | AT seominseok adaptivenoisereductionalgorithmtoimproverpeakdetectioninecgmeasuredbycapacitiveecgsensors AT choiminho adaptivenoisereductionalgorithmtoimproverpeakdetectioninecgmeasuredbycapacitiveecgsensors AT leejunseong adaptivenoisereductionalgorithmtoimproverpeakdetectioninecgmeasuredbycapacitiveecgsensors AT kimsangwoo adaptivenoisereductionalgorithmtoimproverpeakdetectioninecgmeasuredbycapacitiveecgsensors |