Hilbert-Huang Transform based ICA for ECG Denoising

Hilbert-Huang Transform based ICA for ECG Denoising

碩士 === 元智大學 === 資訊管理學系 === 97 === Common techniques for ECG noise removal include wavelet transform, principal component analysis, independent component analysis (ICA) and Hilbert-Huang transform (HHT). This study proposes a two-stage ICA-based algorithm that integrates HHT with ICA to improve the p...

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Bibliographic Details
Main Authors: Kai-Hsiang Yang, 楊凱翔
Other Authors: Jun-Lin Lin
Format: Others
Language:zh-TW
Published: 2009
Online Access:http://ndltd.ncl.edu.tw/handle/93426925857298956925
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spelling ndltd-TW-097YZU053960512016-05-04T04:17:08Z http://ndltd.ncl.edu.tw/handle/93426925857298956925 Hilbert-Huang Transform based ICA for ECG Denoising 希爾伯特-黃轉換與獨立成份分析去除ECG雜訊 Kai-Hsiang Yang 楊凱翔 碩士 元智大學 資訊管理學系 97 Common techniques for ECG noise removal include wavelet transform, principal component analysis, independent component analysis (ICA) and Hilbert-Huang transform (HHT). This study proposes a two-stage ICA-based algorithm that integrates HHT with ICA to improve the performance of noise removal in ECG signals. Our performance results show that this two-stage algorithm outperforms pure ICA-based methods. Jun-Lin Lin 林志麟 2009 學位論文 ; thesis 38 zh-TW
collection NDLTD
language zh-TW
format Others
sources NDLTD
description 碩士 === 元智大學 === 資訊管理學系 === 97 === Common techniques for ECG noise removal include wavelet transform, principal component analysis, independent component analysis (ICA) and Hilbert-Huang transform (HHT). This study proposes a two-stage ICA-based algorithm that integrates HHT with ICA to improve the performance of noise removal in ECG signals. Our performance results show that this two-stage algorithm outperforms pure ICA-based methods.
author2 Jun-Lin Lin
author_facet Jun-Lin Lin
Kai-Hsiang Yang
楊凱翔
author Kai-Hsiang Yang
楊凱翔
spellingShingle Kai-Hsiang Yang
楊凱翔
Hilbert-Huang Transform based ICA for ECG Denoising
author_sort Kai-Hsiang Yang
title Hilbert-Huang Transform based ICA for ECG Denoising
title_short Hilbert-Huang Transform based ICA for ECG Denoising
title_full Hilbert-Huang Transform based ICA for ECG Denoising
title_fullStr Hilbert-Huang Transform based ICA for ECG Denoising
title_full_unstemmed Hilbert-Huang Transform based ICA for ECG Denoising
title_sort hilbert-huang transform based ica for ecg denoising
publishDate 2009
url http://ndltd.ncl.edu.tw/handle/93426925857298956925
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