Determination of the component number in overlapping multicomponent chromatogram using wavelet transform

被引:44
作者
Shao, XG [1 ]
Cai, WS
Sun, PY
机构
[1] Univ Sci & Technol China, Dept Chem, Hefei 230026, Anhui, Peoples R China
[2] Univ Sci & Technol China, Dept Appl Chem, Hefei 230026, Anhui, Peoples R China
关键词
wavelet transform; determination of factor number; resolution of overlapping chromatogram;
D O I
10.1016/S0169-7439(98)00066-5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Component number in overlapping multicomponent chromatogram was determined by a novel method-wavelet transform. Because of the characteristic of the double localization in time and frequency domain, the wavelet transform can decompose an overlapping chromatogram into contributions of different frequency. Among these contributions, there will be contributions which will represent the resolved chromatographic signals because their frequency is higher than the overlapping signal and lower than the high frequency noise. Therefore, the component number of an overlapping chromatogram can be determined by the number of peaks in the resolved chromatogram. Simulated data sets and a seriously overlapping 5-component chromatogram were investigated by the method. It was proved that the wavelet transform is a very easy and convenient method for detecting the component number in overlapping multicomponent chromatograms. (C) 1998 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:147 / 155
页数:9
相关论文
共 18 条
[1]   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
[2]   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
[3]   Application of the fast wavelet transform method to compress ultraviolet-visible spectra [J].
Chau, FT ;
Shih, TM ;
Gao, JB ;
Chan, CK .
APPLIED SPECTROSCOPY, 1996, 50 (03) :339-348
[4]   THE WAVELET TRANSFORM, TIME-FREQUENCY LOCALIZATION AND SIGNAL ANALYSIS [J].
DAUBECHIES, I .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1990, 36 (05) :961-1005
[5]   DECOMPOSITION OF HARDY FUNCTIONS INTO SQUARE INTEGRABLE WAVELETS OF CONSTANT SHAPE [J].
GROSSMANN, A ;
MORLET, J .
SIAM JOURNAL ON MATHEMATICAL ANALYSIS, 1984, 15 (04) :723-736
[6]   Wavelet and wavelet packet compression of electrocardiograms [J].
Hilton, ML .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1997, 44 (05) :394-402
[7]   RESOLUTION OF STRONGLY OVERLAPPING 2-WAY MULTICOMPONENT DATA BY MEANS OF HEURISTIC EVOLVING LATENT PROJECTIONS [J].
LIANG, YZ ;
KVALHEIM, OM ;
RAHMANI, A ;
BRERETON, RG .
JOURNAL OF CHEMOMETRICS, 1993, 7 (01) :15-43
[8]   EVOLVING FACTOR-ANALYSIS FOR THE RESOLUTION OF OVERLAPPING CHROMATOGRAPHIC PEAKS [J].
MAEDER, M .
ANALYTICAL CHEMISTRY, 1987, 59 (03) :527-530
[9]   THEORY OF ERROR IN FACTOR-ANALYSIS [J].
MALINOWSKI, ER .
ANALYTICAL CHEMISTRY, 1977, 49 (04) :606-612
[10]   DETERMINATION OF NUMBER OF FACTORS AND EXPERIMENTAL ERROR IN A DATA MATRIX [J].
MALINOWSKI, ER .
ANALYTICAL CHEMISTRY, 1977, 49 (04) :612-617