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通过机器学习辅助的X射线吸收光谱法评估沸石组成对Cu-CHA脱硝催化剂中氧桥连二氨基二铜(II)配合物的影响。

Assessing the Influence of Zeolite Composition on Oxygen-Bridged Diamino Dicopper(II) Complexes in Cu-CHA DeNO Catalysts by Machine Learning-Assisted X-ray Absorption Spectroscopy.

作者信息

Martini Andrea, Negri Chiara, Bugarin Luca, Deplano Gabriele, Abasabadi Reza K, Lomachenko Kirill A, Janssens Ton V W, Bordiga Silvia, Berlier Gloria, Borfecchia Elisa

机构信息

Department of Chemistry and NIS Centre, University of Turin, Via Giuria 7, 10125 Turin, Italy.

European Synchrotron Radiation Facility, 71 Avenue des Martyrs, CS 40220, 38043 Grenoble Cedex 9, France.

出版信息

J Phys Chem Lett. 2022 Jul 7;13(26):6164-6170. doi: 10.1021/acs.jpclett.2c01107. Epub 2022 Jun 28.

DOI:10.1021/acs.jpclett.2c01107
PMID:35763262
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9272442/
Abstract

Cu-exchanged chabazite is the catalyst of choice for NO abatement in diesel vehicles aftertreatment systems via ammonia-assisted selective catalytic reduction (NH-SCR). Herein, we exploit X-ray absorption spectroscopy powered by wavelet transform analysis and machine learning-assisted fitting to assess the impact of the zeolite composition on NH-mobilized Cu-complexes formed during the reduction and oxidation half-cycles in NH-SCR at 200 °C. Comparatively analyzing well-characterized Cu-CHA catalysts, we show that the Si/Al ratio of the zeolite host affects the structure of mobile dicopper(II) complexes formed during the oxidation of the [Cu(NH)] complexes by O. Al-rich zeolites promote a planar coordination motif with longer Cu-Cu interatomic distances, while at higher Si/Al values, a bent motif with shorter internuclear separations is also observed. This is paralleled by a more efficient oxidation at a given volumetric Cu density at lower Si/Al, beneficial for the NO conversion under NH-SCR conditions at 200 °C.

摘要

铜交换菱沸石是柴油车尾气后处理系统中通过氨辅助选择性催化还原(NH-SCR)去除NO的首选催化剂。在此,我们利用由小波变换分析和机器学习辅助拟合驱动的X射线吸收光谱,来评估沸石组成对在200°C下NH-SCR的还原和氧化半循环过程中形成的NH-活化铜络合物的影响。通过对表征良好的Cu-CHA催化剂进行比较分析,我们表明沸石主体的Si/Al比会影响在[Cu(NH)]络合物被O氧化过程中形成的可移动二铜(II)络合物的结构。富铝沸石促进形成具有较长Cu-Cu原子间距离的平面配位 motif,而在较高的Si/Al值下,也观察到具有较短核间距的弯曲motif。在较低的Si/Al下,在给定的体积铜密度下氧化效率更高,这有利于在200°C的NH-SCR条件下进行NO转化。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8480/9272442/0d108b599f41/jz2c01107_0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8480/9272442/c243f600edf1/jz2c01107_0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8480/9272442/4189dc6d225a/jz2c01107_0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8480/9272442/206fdf590412/jz2c01107_0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8480/9272442/0d108b599f41/jz2c01107_0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8480/9272442/c243f600edf1/jz2c01107_0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8480/9272442/4189dc6d225a/jz2c01107_0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8480/9272442/206fdf590412/jz2c01107_0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8480/9272442/0d108b599f41/jz2c01107_0004.jpg

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Revisiting the Extended X-ray Absorption Fine Structure Fitting Procedure through a Machine Learning-Based Approach.
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