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CO(2) adsorption in Y zeolite: a structural and dynamic view by a novel principal-component-analysis-assisted in situ single-crystal X-ray diffraction experiment

The increasing efficiency of detectors and brightness of X-rays in both laboratory and large-scale facilities allow the collection of full single-crystal X-ray data sets within minutes. The analysis of these ‘crystallographic big data’ requires new tools and approaches. To answer these needs, the us...

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Autores principales: Conterosito, Eleonora, Palin, Luca, Caliandro, Rocco, van Beek, Wouter, Chernyshov, Dmitry, Milanesio, Marco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: International Union of Crystallography 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6396398/
https://www.ncbi.nlm.nih.gov/pubmed/30821256
http://dx.doi.org/10.1107/S2053273318017618
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author Conterosito, Eleonora
Palin, Luca
Caliandro, Rocco
van Beek, Wouter
Chernyshov, Dmitry
Milanesio, Marco
author_facet Conterosito, Eleonora
Palin, Luca
Caliandro, Rocco
van Beek, Wouter
Chernyshov, Dmitry
Milanesio, Marco
author_sort Conterosito, Eleonora
collection PubMed
description The increasing efficiency of detectors and brightness of X-rays in both laboratory and large-scale facilities allow the collection of full single-crystal X-ray data sets within minutes. The analysis of these ‘crystallographic big data’ requires new tools and approaches. To answer these needs, the use of principal component analysis (PCA) is proposed to improve the efficiency and speed of the analysis. Potentialities and limitations of PCA were investigated using single-crystal X-ray diffraction (XRD) data collected in situ on Y zeolite, in which CO(2), acting as an active species, is thermally adsorbed while cooling from 300 to 200 K. For the first time, thanks to the high sensitivity of single-crystal XRD, it was possible to determine the sites where CO(2) is adsorbed, the increase in their occupancy while the temperature is decreased, and the correlated motion of active species, i.e. CO(2), H(2)O and Na(+). PCA allowed identification and elimination of problematic data sets, and better understanding of the trends of the occupancies of CO(2), Na(+) and water. The quality of the data allowed for the first time calculation of the enthalpy (ΔH) and entropy (ΔS) of the CO(2) adsorption by applying the van ’t Hoff equation to in situ single-crystal data. The calculation of thermodynamic values was carried out by both traditional and PCA-based approaches, producing comparable results. The obtained ΔH value is significant and involves systems (CO(2) and Y zeolite) with no toxicity, superb stability and chemical inertness. Such features, coupled with the absence of carbonate formation and framework inertness upon adsorption, were demonstrated for the bulk crystal by the single-crystal experiment, and suggest that the phenomenon can be easily reversed for a large number of cycles, with CO(2) released on demand. The main advantages of PCA-assisted analysis reside in its speed and in the possibility of it being applied directly to raw data, possibly as an ‘online’ data-quality test during data collection, without any a priori knowledge of the crystal structure.
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spelling pubmed-63963982019-03-13 CO(2) adsorption in Y zeolite: a structural and dynamic view by a novel principal-component-analysis-assisted in situ single-crystal X-ray diffraction experiment Conterosito, Eleonora Palin, Luca Caliandro, Rocco van Beek, Wouter Chernyshov, Dmitry Milanesio, Marco Acta Crystallogr A Found Adv Research Papers The increasing efficiency of detectors and brightness of X-rays in both laboratory and large-scale facilities allow the collection of full single-crystal X-ray data sets within minutes. The analysis of these ‘crystallographic big data’ requires new tools and approaches. To answer these needs, the use of principal component analysis (PCA) is proposed to improve the efficiency and speed of the analysis. Potentialities and limitations of PCA were investigated using single-crystal X-ray diffraction (XRD) data collected in situ on Y zeolite, in which CO(2), acting as an active species, is thermally adsorbed while cooling from 300 to 200 K. For the first time, thanks to the high sensitivity of single-crystal XRD, it was possible to determine the sites where CO(2) is adsorbed, the increase in their occupancy while the temperature is decreased, and the correlated motion of active species, i.e. CO(2), H(2)O and Na(+). PCA allowed identification and elimination of problematic data sets, and better understanding of the trends of the occupancies of CO(2), Na(+) and water. The quality of the data allowed for the first time calculation of the enthalpy (ΔH) and entropy (ΔS) of the CO(2) adsorption by applying the van ’t Hoff equation to in situ single-crystal data. The calculation of thermodynamic values was carried out by both traditional and PCA-based approaches, producing comparable results. The obtained ΔH value is significant and involves systems (CO(2) and Y zeolite) with no toxicity, superb stability and chemical inertness. Such features, coupled with the absence of carbonate formation and framework inertness upon adsorption, were demonstrated for the bulk crystal by the single-crystal experiment, and suggest that the phenomenon can be easily reversed for a large number of cycles, with CO(2) released on demand. The main advantages of PCA-assisted analysis reside in its speed and in the possibility of it being applied directly to raw data, possibly as an ‘online’ data-quality test during data collection, without any a priori knowledge of the crystal structure. International Union of Crystallography 2019-02-06 /pmc/articles/PMC6396398/ /pubmed/30821256 http://dx.doi.org/10.1107/S2053273318017618 Text en © Eleonora Conterosito et al. 2019 http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution (CC-BY) Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original authors and source are cited.http://creativecommons.org/licenses/by/4.0/
spellingShingle Research Papers
Conterosito, Eleonora
Palin, Luca
Caliandro, Rocco
van Beek, Wouter
Chernyshov, Dmitry
Milanesio, Marco
CO(2) adsorption in Y zeolite: a structural and dynamic view by a novel principal-component-analysis-assisted in situ single-crystal X-ray diffraction experiment
title CO(2) adsorption in Y zeolite: a structural and dynamic view by a novel principal-component-analysis-assisted in situ single-crystal X-ray diffraction experiment
title_full CO(2) adsorption in Y zeolite: a structural and dynamic view by a novel principal-component-analysis-assisted in situ single-crystal X-ray diffraction experiment
title_fullStr CO(2) adsorption in Y zeolite: a structural and dynamic view by a novel principal-component-analysis-assisted in situ single-crystal X-ray diffraction experiment
title_full_unstemmed CO(2) adsorption in Y zeolite: a structural and dynamic view by a novel principal-component-analysis-assisted in situ single-crystal X-ray diffraction experiment
title_short CO(2) adsorption in Y zeolite: a structural and dynamic view by a novel principal-component-analysis-assisted in situ single-crystal X-ray diffraction experiment
title_sort co(2) adsorption in y zeolite: a structural and dynamic view by a novel principal-component-analysis-assisted in situ single-crystal x-ray diffraction experiment
topic Research Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6396398/
https://www.ncbi.nlm.nih.gov/pubmed/30821256
http://dx.doi.org/10.1107/S2053273318017618
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