Discrete wavelets transform for signal denoising in capillary electrophoresis with electrochemiluminescence detection

被引:32
作者
Cao, WD
Chen, XY
Yang, XR
Wang, EK [1 ]
机构
[1] Chinese Acad Sci, Changchun Inst Appl Chem, State Key Lab Electroanalyt Chem, Changchun 130022, Jinlin, Peoples R China
[2] Zhongshan Univ, Dept Chem, Guangzhou, Peoples R China
关键词
capillary electrophoresis; denoising; discrete wavelets transform; electrochemiluminescence;
D O I
10.1002/elps.200305556
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Discrete wavelets transform (DWT). was applied to noise on removal capillary electrophoresis-electrochemiluminescence (CE-ECL) electropherograms. Several typical wavelet transforms, including Haar, Daublets, Coiflets, and Symmlets, were evaluated. Four types of determining threshold methods, fixed form threshold, rigorous Stein's unbiased estimate of risk (rigorous SURE), heuristic SURE and minimax, combined with hard and soft thresholding methods were compared. The denoising study on synthetic signals showed that wave Symmlet 4 with a level decomposition of 5 and the thresholding method of heuristic SURE-hard provide the optimum denoising strategy. Using this strategy, the noise on CE-ECL electropherograms could be removed adequately. Compared with the Savitzky-Golay and Fourier transform denoising methods, DWT is an efficient method for noise removal with a better preservation of the shape of peaks.
引用
收藏
页码:3124 / 3130
页数:7
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