ELIMINATING COMPLEX EIGENVECTORS AND EIGENVALUES IN MULTIWAY ANALYSES USING THE DIRECT TRILINEAR DECOMPOSITION METHOD

被引:18
作者
LI, SS [1 ]
GEMPERLINE, PJ [1 ]
机构
[1] E CAROLINA UNIV, DEPT CHEM, GREENVILLE, NC 27858 USA
关键词
DIRECT TRILINEAR DECOMPOSITION METHOD; CURVE RESOLUTION; TRILINEAR DATA; SIMILARITY TRANSFORMATION; GENERALIZED RANK ANNIHILATION METHOD;
D O I
10.1002/cem.1180070202
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The direct trilinear decomposition method (DTDM) is an algorithm for performing quantitative curve resolution of three-dimensional data that follow the so-called trilinear model, e.g. chromatography-spectroscopy or emission-excitation fluorescence. Under certain conditions complex eigenvalues and eigenvectors emerge when the generalized eigenproblem is solved in DTDM. Previous publications never treated those cases. In this paper we show how similarity transformations can be used to eliminate the imaginary part of the complex eigenvalues and eigenvectors, thereby increasing the usefulness of DTDM in practical applications. The similarity transformation technique was first used by our laboratory to solve the similar problem in the generalized rank annihilation method (GRAM). Because unique elution profiles and spectra can be derived by using data matrices from three or more samples simultaneously, DTDM with similarity transformations is more efficient than GRAM in the case where there are many samples to be investigated.
引用
收藏
页码:77 / 88
页数:12
相关论文
共 19 条
[1]  
[Anonymous], 1983, 3 MODE PRINCIPAL COM
[2]   STRATEGIES FOR ANALYZING DATA FROM VIDEO FLUOROMETRIC MONITORING OF LIQUID-CHROMATOGRAPHIC EFFLUENTS [J].
APPELLOF, CJ ;
DAVIDSON, ER .
ANALYTICAL CHEMISTRY, 1981, 53 (13) :2053-2056
[3]  
BURDICK DS, 1990, J CHEMOMETR, V4, P15
[4]   PRINCIPAL COMPONENT ANALYSIS OF 3-MODE DATA BY MEANS OF ALTERNATING LEAST-SQUARES ALGORITHMS [J].
KROONENBERG, PM ;
DELEEUW, J .
PSYCHOMETRIKA, 1980, 45 (01) :69-97
[5]   GENERALIZED RANK ANNIHILATION METHOD USING SIMILARITY TRANSFORMATIONS [J].
LI, SS ;
HAMILTON, JC ;
GEMPERLINE, PJ .
ANALYTICAL CHEMISTRY, 1992, 64 (06) :599-607
[6]   FLUORESCENCE LIFETIME RESOLUTION OF SPECTRA IN THE FREQUENCY-DOMAIN USING MULTIWAY ANALYSIS [J].
MILLICAN, DW ;
MCGOWN, LB .
ANALYTICAL CHEMISTRY, 1990, 62 (20) :2242-2247
[7]   ALGORITHM FOR GENERALIZED MATRIX EIGENVALUE PROBLEMS [J].
MOLER, CB ;
STEWART, GW .
SIAM JOURNAL ON NUMERICAL ANALYSIS, 1973, 10 (02) :241-256
[8]   GENERALIZED RANK ANNIHILATION METHOD .2. ANALYSIS OF BIMODAL CHROMATOGRAPHIC DATA [J].
RAMOS, LS ;
SANCHEZ, E ;
KOWALSKI, BR .
JOURNAL OF CHROMATOGRAPHY, 1987, 385 :165-180
[9]   EXCITATION-EMISSION-LIFETIME ANALYSIS OF MULTICOMPONENT SYSTEMS .2. SYNTHETIC MODEL DATA [J].
RUSSELL, MD ;
GOUTERMAN, M .
SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 1988, 44 (09) :863-872
[10]   EXCITATION-EMISSION-LIFETIME ANALYSIS OF MULTICOMPONENT SYSTEMS .3. PLATINUM, PALLADIUM AND RHODIUM PORPHYRINS [J].
RUSSELL, MD ;
GOUTERMAN, M ;
VANZEE, JA .
SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 1988, 44 (09) :873-882