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Application of diffuse reflectance near-infrared spectrometry and chemometrics in characterization of micro and mesoporous ZSM-5 zeolites

Evaluation of porosity type of zeolites is one of the critical topics in catalysis science. The relationship between external surface area and diffuse reflectance (DR) spectra in the near-infrared spectral region has been employed to propose a method for estimation of micro or mesoporosity in ZSM-5...

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Autores principales: Amani, Shahin, Garmarudi, Amir Bagheri, Khanmohammadi, Mohammadreza, Yaripour, Fereydoon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society of Chemistry 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9087220/
https://www.ncbi.nlm.nih.gov/pubmed/35547088
http://dx.doi.org/10.1039/c8ra03244k
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author Amani, Shahin
Garmarudi, Amir Bagheri
Khanmohammadi, Mohammadreza
Yaripour, Fereydoon
author_facet Amani, Shahin
Garmarudi, Amir Bagheri
Khanmohammadi, Mohammadreza
Yaripour, Fereydoon
author_sort Amani, Shahin
collection PubMed
description Evaluation of porosity type of zeolites is one of the critical topics in catalysis science. The relationship between external surface area and diffuse reflectance (DR) spectra in the near-infrared spectral region has been employed to propose a method for estimation of micro or mesoporosity in ZSM-5 zeolite samples. Linear discriminant analysis (LDA) was utilized to estimate degree of porosity based on near-infrared diffuse reflectance spectra. The textural properties (surface area and pore volume) of micro and mesoporous ZSM-5 samples were measured using N(2) adsorption/desorption technique at 77 K and external surface area was calculated by t-plot as a reference method in this work. Several porous ZSM-5 samples with only microporous channels or mesoporous besides them were classified in terms of external surface area and meso pore volume derived from t-plot as “Micro” or “Micro + Meso” type samples. It was concluded that LDA using the PCA for feature selection is capable of generalization and could precisely predict the type of porosity in ZSM-5 zeolites.
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spelling pubmed-90872202022-05-10 Application of diffuse reflectance near-infrared spectrometry and chemometrics in characterization of micro and mesoporous ZSM-5 zeolites Amani, Shahin Garmarudi, Amir Bagheri Khanmohammadi, Mohammadreza Yaripour, Fereydoon RSC Adv Chemistry Evaluation of porosity type of zeolites is one of the critical topics in catalysis science. The relationship between external surface area and diffuse reflectance (DR) spectra in the near-infrared spectral region has been employed to propose a method for estimation of micro or mesoporosity in ZSM-5 zeolite samples. Linear discriminant analysis (LDA) was utilized to estimate degree of porosity based on near-infrared diffuse reflectance spectra. The textural properties (surface area and pore volume) of micro and mesoporous ZSM-5 samples were measured using N(2) adsorption/desorption technique at 77 K and external surface area was calculated by t-plot as a reference method in this work. Several porous ZSM-5 samples with only microporous channels or mesoporous besides them were classified in terms of external surface area and meso pore volume derived from t-plot as “Micro” or “Micro + Meso” type samples. It was concluded that LDA using the PCA for feature selection is capable of generalization and could precisely predict the type of porosity in ZSM-5 zeolites. The Royal Society of Chemistry 2018-10-10 /pmc/articles/PMC9087220/ /pubmed/35547088 http://dx.doi.org/10.1039/c8ra03244k Text en This journal is © The Royal Society of Chemistry https://creativecommons.org/licenses/by-nc/3.0/
spellingShingle Chemistry
Amani, Shahin
Garmarudi, Amir Bagheri
Khanmohammadi, Mohammadreza
Yaripour, Fereydoon
Application of diffuse reflectance near-infrared spectrometry and chemometrics in characterization of micro and mesoporous ZSM-5 zeolites
title Application of diffuse reflectance near-infrared spectrometry and chemometrics in characterization of micro and mesoporous ZSM-5 zeolites
title_full Application of diffuse reflectance near-infrared spectrometry and chemometrics in characterization of micro and mesoporous ZSM-5 zeolites
title_fullStr Application of diffuse reflectance near-infrared spectrometry and chemometrics in characterization of micro and mesoporous ZSM-5 zeolites
title_full_unstemmed Application of diffuse reflectance near-infrared spectrometry and chemometrics in characterization of micro and mesoporous ZSM-5 zeolites
title_short Application of diffuse reflectance near-infrared spectrometry and chemometrics in characterization of micro and mesoporous ZSM-5 zeolites
title_sort application of diffuse reflectance near-infrared spectrometry and chemometrics in characterization of micro and mesoporous zsm-5 zeolites
topic Chemistry
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9087220/
https://www.ncbi.nlm.nih.gov/pubmed/35547088
http://dx.doi.org/10.1039/c8ra03244k
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