In this work, we propose a new method for the analysis of time-resolved X-ray absorption near edge structure (XANES) spectra. It allows to decompose an experimental dataset as the product of two matrices: a pure spectral matrix, composed by XANES spectra associable to well-defined chemical species/sites, and their related concentration profiles. This method combines the principal component analysis and the application of a transformation matrix whose elements are directly accessible by the user. We demonstrate the potential of this approach applying it to a series of XANES spectra acquired during the direct conversion of methane to methanol (DMTM) over a Cu-exchanged zeolite characterized by the ferrierite topology. Possibilities and limitations of this methodology are discussed together with a critical comparison with the Multivariate Curve Resolution Alternating Least Squares (MCR-ALS) algorithm that, in the field of X-ray absorption spectroscopy (XAS), is imposing itself as a widely used method for spectral decomposition.

Estimating a Set of Pure XANES Spectra from Multicomponent Chemical Mixtures Using a Transformation Matrix-Based Approach / Martini, A.; Guda, A. A.; Guda, S. A.; Dulina, A.; Tavani, F.; D'Angelo, P.; Borfecchia, E.; Soldatov, A. V.. - 220:(2021), pp. 65-84. (Intervento presentato al convegno Meeting of the Italian Synchrotron Radiation Society, SILS 2019 tenutosi a Camerino (ITA)) [10.1007/978-3-030-72005-6_6].

Estimating a Set of Pure XANES Spectra from Multicomponent Chemical Mixtures Using a Transformation Matrix-Based Approach

Dulina A.;Tavani F.;D'Angelo P.;
2021

Abstract

In this work, we propose a new method for the analysis of time-resolved X-ray absorption near edge structure (XANES) spectra. It allows to decompose an experimental dataset as the product of two matrices: a pure spectral matrix, composed by XANES spectra associable to well-defined chemical species/sites, and their related concentration profiles. This method combines the principal component analysis and the application of a transformation matrix whose elements are directly accessible by the user. We demonstrate the potential of this approach applying it to a series of XANES spectra acquired during the direct conversion of methane to methanol (DMTM) over a Cu-exchanged zeolite characterized by the ferrierite topology. Possibilities and limitations of this methodology are discussed together with a critical comparison with the Multivariate Curve Resolution Alternating Least Squares (MCR-ALS) algorithm that, in the field of X-ray absorption spectroscopy (XAS), is imposing itself as a widely used method for spectral decomposition.
2021
Meeting of the Italian Synchrotron Radiation Society, SILS 2019
direct conversion of methane to methanol; MCR; PCA; XANES
04 Pubblicazione in atti di convegno::04b Atto di convegno in volume
Estimating a Set of Pure XANES Spectra from Multicomponent Chemical Mixtures Using a Transformation Matrix-Based Approach / Martini, A.; Guda, A. A.; Guda, S. A.; Dulina, A.; Tavani, F.; D'Angelo, P.; Borfecchia, E.; Soldatov, A. V.. - 220:(2021), pp. 65-84. (Intervento presentato al convegno Meeting of the Italian Synchrotron Radiation Society, SILS 2019 tenutosi a Camerino (ITA)) [10.1007/978-3-030-72005-6_6].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1603368
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