The use of wavelets for signal denoising in capillary electrophoresis

被引:70
作者
Perrin, C [1 ]
Walczak, B [1 ]
Massart, DL [1 ]
机构
[1] Free Univ Brussels, Inst Pharmaceut, Dept Pharmaceut & Biomed Anal, ChemoAC, B-1090 Brussels, Belgium
关键词
D O I
10.1021/ac010416a
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The discrete wavelet transform was applied to denoise electropherograms in capillary electrophoresis (CE). The use of the Haar wavelet and translation invariant denoising were found to be very efficient for this purpose. An important improvement was obtained, as compared with Savitzky-Golay and Fourier, which are the most commonly used techniques for denoising in the instrumentation software packages. A better removal of the noise and, especially, a better preservation of the shapes of very sharp peaks was achieved. Removal of the baseline variations was also investigated.
引用
收藏
页码:4903 / 4917
页数:15
相关论文
共 24 条
[1]   Wavelet denoising of infrared spectra [J].
Alsberg, BK ;
Woodward, AM ;
Winson, MK ;
Rowland, J ;
Kell, DB .
ANALYST, 1997, 122 (07) :645-652
[2]   Application of wavelet transforms to experimental spectra: Smoothing, denoising, and data set compression [J].
Barclay, VJ ;
Bonner, RF ;
Hamilton, IP .
ANALYTICAL CHEMISTRY, 1997, 69 (01) :78-90
[3]   THE WAVELET TRANSFORM FOR PREPROCESSING IR-SPECTRA IN THE IDENTIFICATION OF MONOSUBSTITUTED AND DISUBSTITUTED BENZENES [J].
BOS, M ;
VRIELINK, JAM .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1994, 23 (01) :115-122
[4]   WAVELET TRANSFORM FOR THE EVALUATION OF PEAK INTENSITIES IN FLOW-INJECTION ANALYSIS [J].
BOS, M ;
HOOGENDAM, E .
ANALYTICA CHIMICA ACTA, 1992, 267 (01) :73-80
[5]  
COIFMAN RR, 1995, WAVELETS STAT, P103
[6]  
DAUBECHIES I, 1993, IEEE SIGNAL PROC MAG, V41, P3213
[7]  
DEVEL O, 2000, WAVELETS CHEM, pCH4
[8]   DE-NOISING BY SOFT-THRESHOLDING [J].
DONOHO, DL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1995, 41 (03) :613-627
[9]  
HUBBARD BB, 1998, WORLD ACCORDING WA 1, pCH4
[10]   A review on applications of wavelet transform techniques in chemical analysis: 1989-1997 [J].
Leung, AKM ;
Chau, FT ;
Gao, JB .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1998, 43 (1-2) :165-184