TY - JOUR
T1 - Complex numbers in chemometrics - Examples from multivariate impedance measurements on lipid monolayers
AU - Geladi, Paul
AU - Nelson, A
AU - Lindholm-Sethson, Britta
PY - 2007
Y1 - 2007
N2 - Electrical impedance gives multivariate complex number data as results. Two examples of multivariate electrical impedance data measured on lipid monolayers in different solutions give rise to matrices (16 x 50 and 38 x 50) of complex numbers. Multivariate data analysis by principal component analysis (PCA) or singular value decomposition (SVD) can be used for complex data and the necessary equations are given. The scores and loadings obtained are vectors of complex numbers. It is shown that the complex number PCA and SVD are better at concentrating information in a few components than the naive juxtaposition method and that Argand diagrams can replace score and loading plots. Different concentrations of Magainin and Gramicidin A give different responses and also the role of the electrolyte medium can be studied. An interaction of Gramicidin A in the solution with the monolayer over time can be observed. (c) 2007 Published by Elsevier B.V.
AB - Electrical impedance gives multivariate complex number data as results. Two examples of multivariate electrical impedance data measured on lipid monolayers in different solutions give rise to matrices (16 x 50 and 38 x 50) of complex numbers. Multivariate data analysis by principal component analysis (PCA) or singular value decomposition (SVD) can be used for complex data and the necessary equations are given. The scores and loadings obtained are vectors of complex numbers. It is shown that the complex number PCA and SVD are better at concentrating information in a few components than the naive juxtaposition method and that Argand diagrams can replace score and loading plots. Different concentrations of Magainin and Gramicidin A give different responses and also the role of the electrolyte medium can be studied. An interaction of Gramicidin A in the solution with the monolayer over time can be observed. (c) 2007 Published by Elsevier B.V.
KW - complex number linear algebra
KW - monomolecular lipid layers
KW - multivariate electrical impedance
KW - Magainin
KW - Gramicidin A
KW - dioleoyl phophatidyleholine
KW - complex number linear algebra
KW - monomolecular lipid layers
KW - multivariate electrical impedance
KW - Magainin
KW - Gramicidin A
KW - dioleoyl phophatidyleholine
UR - https://res.slu.se/id/publ/17284
U2 - 10.1016/j.aca.2007.01.037
DO - 10.1016/j.aca.2007.01.037
M3 - Journal article
C2 - 17605995
SN - 0003-2670
VL - 595
SP - 152
EP - 159
JO - Analytica Chimica Acta
JF - Analytica Chimica Acta
IS - 45659
ER -