On the area of feasible solutions and its reduction by the complementarity theorem |
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Authors: | Mathias Sawall Klaus Neymeyr |
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Affiliation: | 1. Universität Rostock, Institut für Mathematik, Ulmenstrasse 69, 18057 Rostock, Germany;2. Leibniz-Institut für Katalyse, Albert-Einstein-Strasse 29a, 18059 Rostock, Germany |
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Abstract: | Multivariate curve resolution techniques in chemometrics allow to uncover the pure component information of mixed spectroscopic data. However, the so-called rotational ambiguity is a difficult hurdle in solving this factorization problem. The aim of this paper is to combine two powerful methodological approaches in order to solve the factorization problem successfully. The first approach is the simultaneous representation of all feasible nonnegative solutions in the area of feasible solutions (AFS) and the second approach is the complementarity theorem. This theorem allows to formulate serious restrictions on the factors under partial knowledge of certain pure component spectra or pure component concentration profiles. |
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Keywords: | Spectral recovery Multivariate curve resolution Nonnegative matrix factorization Area of feasible solutions Complementarity theorem |
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