A multiresolution approach for the convergence acceleration of multivariate curve resolution methods |
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Authors: | Mathias Sawall,Christoph Kubis,Armin Bö rner,Detlef Selent,Klaus Neymeyr |
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Affiliation: | 1. Universität Rostock, Institut für Mathematik, Ulmenstrasse 69, 18057 Rostock, Germany;2. Leibniz-Institut für Katalyse e.V. an der Universität Rostock, Albert-Einstein-Strasse 29a, 18059 Rostock, Germany |
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Abstract: | Modern computerized spectroscopic instrumentation can result in high volumes of spectroscopic data. Such accurate measurements rise special computational challenges for multivariate curve resolution techniques since pure component factorizations are often solved via constrained minimization problems. The computational costs for these calculations rapidly grow with an increased time or frequency resolution of the spectral measurements. |
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Keywords: | Chemometrics Factor analysis Pure component decomposition Non-negative matrix factorization Multiresolution methods |
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