UM  > 科技學院  > 電腦及資訊科學系
Adaptive Fourier decomposition based ECG denoising
Wang Z.; Wan F.; Wong C.M.; Zhang L.
2016-10-01
Source PublicationComputers in Biology and Medicine
ISSN18790534 00104825
Volume77Pages:195-205
Abstract

A novel ECG denoising method is proposed based on the adaptive Fourier decomposition (AFD). The AFD decomposes a signal according to its energy distribution, thereby making this algorithm suitable for separating pure ECG signal and noise with overlapping frequency ranges but different energy distributions. A stop criterion for the iterative decomposition process in the AFD is calculated on the basis of the estimated signal-to-noise ratio (SNR) of the noisy signal. The proposed AFD-based method is validated by the synthetic ECG signal using an ECG model and also real ECG signals from the MIT-BIH Arrhythmia Database both with additive Gaussian white noise. Simulation results of the proposed method show better performance on the denoising and the QRS detection in comparing with major ECG denoising schemes based on the wavelet transform, the Stockwell transform, the empirical mode decomposition, and the ensemble empirical mode decomposition.

KeywordAdaptive Fourier Decomposition Electrocardiogram (Ecg) Gaussian Noise Signal Denoising
DOI10.1016/j.compbiomed.2016.08.013
URLView the original
Indexed BySCI
Language英语
WOS Research AreaLife Sciences & Biomedicine - Other Topics ; Computer Science ; Engineering ; Mathematical & Computational Biology
WOS SubjectBiology ; Computer Science, Interdisciplinary Applications ; Engineering, Biomedical ; Mathematical & Computational Biology
WOS IDWOS:000384866000019
Fulltext Access
Citation statistics
Cited Times [WOS]:18   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
DEPARTMENT OF ELECTRICAL AND COMPUTER ENGINEERING
AffiliationUniversidade de Macau
Recommended Citation
GB/T 7714
Wang Z.,Wan F.,Wong C.M.,et al. Adaptive Fourier decomposition based ECG denoising[J]. Computers in Biology and Medicine,2016,77:195-205.
APA Wang Z.,Wan F.,Wong C.M.,&Zhang L..(2016).Adaptive Fourier decomposition based ECG denoising.Computers in Biology and Medicine,77,195-205.
MLA Wang Z.,et al."Adaptive Fourier decomposition based ECG denoising".Computers in Biology and Medicine 77(2016):195-205.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Wang Z.]'s Articles
[Wan F.]'s Articles
[Wong C.M.]'s Articles
Baidu academic
Similar articles in Baidu academic
[Wang Z.]'s Articles
[Wan F.]'s Articles
[Wong C.M.]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Wang Z.]'s Articles
[Wan F.]'s Articles
[Wong C.M.]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

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