Artificial neural networks for quantification in unresolved capillary electrophoresis peaks

被引:34
作者
Bocaz-Beneventi, G [1 ]
Latorre, R [1 ]
Farková, M [1 ]
Havel, J [1 ]
机构
[1] Masaryk Univ, Fac Sci, Dept Analyt Chem, Brno 61137, Czech Republic
关键词
capillary zone electrophoresis; unresolved peaks; experimental design; normalization; artificial neural networks; quantitation;
D O I
10.1016/S0003-2670(01)01445-3
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The application of the combination of experimental design (ED) and artificial neural networks (ANNs) for the quantification of overlapped peaks in capillary zone electrophoresis is described. When the total separation cannot be achieved by separation techniques, the use of ED-ANN can be a suitable approach. The unstability of EOF causes peak shift that has to be corrected in order to apply ED-ANN methods. In this work, normalization procedure of electropherograms with consequent application of ANNs for quantification purpose was developed. Both, spectra and electropherograms can be used as multivariate data. In general, both kinds of data were found to be suitable for unresolved peaks quantification by ED-ANN approach. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:47 / 63
页数:17
相关论文
共 40 条
[1]   APPLICATION OF CHEMOMETRIC EXPERIMENTAL-DESIGNS IN CAPILLARY ELECTROPHORESIS - A REVIEW [J].
ALTRIA, KD ;
CLARK, BJ ;
FILBEY, SD ;
KELLY, MA ;
RUDD, DR .
ELECTROPHORESIS, 1995, 16 (11) :2143-2148
[2]   DATA-PROCESSING BY NEURAL NETWORKS IN QUANTITATIVE CHEMICAL-ANALYSIS [J].
BOS, M ;
BOS, A ;
VANDERLINDEN, WE .
ANALYST, 1993, 118 (04) :323-328
[3]   MULTICOMPONENT CALIBRATION AND ANALYSIS IN LIQUID-CHROMATOGRAPHY [J].
CECIL, TL ;
POE, RB ;
RUTAN, SC .
ANALYTICA CHIMICA ACTA, 1991, 250 (01) :37-44
[4]   MULTICOMPONENT ANALYSIS OF HIGHLY OVERLAPPED HPLC PEAKS USING MULTIWAVELENGTH DIODE-ARRAY DETECTION [J].
CLADERA, A ;
GOMEZ, E ;
ESTELA, JM ;
CERDA, V .
JOURNAL OF CHROMATOGRAPHIC SCIENCE, 1992, 30 (11) :453-458
[5]   Use of artificial neural networks for the evaluation of electrochemical signals of adenine and cytosine in mixtures interfered with hydrogen evolution [J].
Cukrowska, E ;
Trnková, L ;
Kizek, R ;
Havel, J .
JOURNAL OF ELECTROANALYTICAL CHEMISTRY, 2001, 503 (1-2) :117-124
[6]   Purity assessment and resolution of tetracycline hydrochloride samples analysed using high-performance liquid chromatography with diode array detection [J].
De Braekeleer, K ;
de Juan, A ;
Massart, DL .
JOURNAL OF CHROMATOGRAPHY A, 1999, 832 (1-2) :67-86
[7]  
DEMING SN, 1987, EXPTL DESIGN CHEMOME
[8]  
Dohnal V, 1999, CHIRALITY, V11, P616, DOI 10.1002/(SICI)1520-636X(1999)11:8<616::AID-CHIR2>3.0.CO
[9]  
2-R
[10]   Use of artificial neural networks in capillary zone electrophoresis [J].
Farková, M ;
Peña-Méndez, EM ;
Havel, J .
JOURNAL OF CHROMATOGRAPHY A, 1999, 848 (1-2) :365-374