Raman Spectroscopy as Molybdenum and Tungsten Content Analysis Tool for Mesoporous Silica and Beta Zeolite Catalysts

Raman spectroscopy was used for the quantitative determination of Mo and W in Mo- and W-supported mesoporous silica (Mo/SBA-15 and W/SBA-15, respectively) and Mo-supported beta zeolite (Mo-BEA). Three Raman quantitative models were developed and optimized for the metal contents of Mo/SBA-15, W/SBA-1...

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Main Authors: Romana Velvarská, Zdeněk Tišler, Veronika Raichlová, José Miguel Hidalgo-Herrador
Format: Article
Language:English
Published: MDPI AG 2020-10-01
Series:Molecules
Subjects:
Online Access:https://www.mdpi.com/1420-3049/25/21/4918
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spelling doaj-ba67bf6e53a14392988f3f31e0c2e8232020-11-25T03:37:46ZengMDPI AGMolecules1420-30492020-10-01254918491810.3390/molecules25214918Raman Spectroscopy as Molybdenum and Tungsten Content Analysis Tool for Mesoporous Silica and Beta Zeolite CatalystsRomana Velvarská0Zdeněk Tišler1Veronika Raichlová2José Miguel Hidalgo-Herrador3Unipetrol Centre for Research and Education, Revoluční 1521/84, 400 01 Ústí nad Labem, Czech RepublicUnipetrol Centre for Research and Education, Revoluční 1521/84, 400 01 Ústí nad Labem, Czech RepublicUnipetrol Centre for Research and Education, Revoluční 1521/84, 400 01 Ústí nad Labem, Czech RepublicUnipetrol Centre for Research and Education, Revoluční 1521/84, 400 01 Ústí nad Labem, Czech RepublicRaman spectroscopy was used for the quantitative determination of Mo and W in Mo- and W-supported mesoporous silica (Mo/SBA-15 and W/SBA-15, respectively) and Mo-supported beta zeolite (Mo-BEA). Three Raman quantitative models were developed and optimized for the metal contents of Mo/SBA-15, W/SBA-15, and Mo/BEA. Subsequently, the models were characterized using the root mean square error of calibration (RMSEC), root mean square error of cross-validation (RMSECV), root mean square error of prediction (RMSEP), correlation coefficient, and predicted residual error sum of squares (PRESS) diagnostic function. The calibration range of the models were in the range of approximately 2–40 wt% for the SBA-15 support and 1–21 wt% for the BEA support because the BEA support presented lower Mo absorption than the SBA-15 support. The RMSEC, RMSECV, and RMSEP values were below 1.80% for all developed models. The highest and lowest correlation coefficients corresponded to the W/SBA-15 (0.9984) and Mo/BEA (0.9777) models, respectively. The change in catalyst support affected the mentioned chemometric parameters (Mo/SBA-15 vs. Mo/BEA). Subsequently, Raman spectroscopy combined with the temperature control stage was used to study the calcination of Mo/BEA, Mo/SBA-15, and W/SBA-15 using three-dimensional diagrams, in which the changes in catalyst structure were analyzed as functions of the temperature and time. Raman spectroscopy was determined to be a suitable analytical tool for the quantitative analysis of the metal contents of the catalyst and optimization of the calcination process. Therefore, Raman spectroscopy can be used during catalyst manufacturing.https://www.mdpi.com/1420-3049/25/21/4918Raman spectroscopytungstenmolybdenumquantitative analysescalcination
collection DOAJ
language English
format Article
sources DOAJ
author Romana Velvarská
Zdeněk Tišler
Veronika Raichlová
José Miguel Hidalgo-Herrador
spellingShingle Romana Velvarská
Zdeněk Tišler
Veronika Raichlová
José Miguel Hidalgo-Herrador
Raman Spectroscopy as Molybdenum and Tungsten Content Analysis Tool for Mesoporous Silica and Beta Zeolite Catalysts
Molecules
Raman spectroscopy
tungsten
molybdenum
quantitative analyses
calcination
author_facet Romana Velvarská
Zdeněk Tišler
Veronika Raichlová
José Miguel Hidalgo-Herrador
author_sort Romana Velvarská
title Raman Spectroscopy as Molybdenum and Tungsten Content Analysis Tool for Mesoporous Silica and Beta Zeolite Catalysts
title_short Raman Spectroscopy as Molybdenum and Tungsten Content Analysis Tool for Mesoporous Silica and Beta Zeolite Catalysts
title_full Raman Spectroscopy as Molybdenum and Tungsten Content Analysis Tool for Mesoporous Silica and Beta Zeolite Catalysts
title_fullStr Raman Spectroscopy as Molybdenum and Tungsten Content Analysis Tool for Mesoporous Silica and Beta Zeolite Catalysts
title_full_unstemmed Raman Spectroscopy as Molybdenum and Tungsten Content Analysis Tool for Mesoporous Silica and Beta Zeolite Catalysts
title_sort raman spectroscopy as molybdenum and tungsten content analysis tool for mesoporous silica and beta zeolite catalysts
publisher MDPI AG
series Molecules
issn 1420-3049
publishDate 2020-10-01
description Raman spectroscopy was used for the quantitative determination of Mo and W in Mo- and W-supported mesoporous silica (Mo/SBA-15 and W/SBA-15, respectively) and Mo-supported beta zeolite (Mo-BEA). Three Raman quantitative models were developed and optimized for the metal contents of Mo/SBA-15, W/SBA-15, and Mo/BEA. Subsequently, the models were characterized using the root mean square error of calibration (RMSEC), root mean square error of cross-validation (RMSECV), root mean square error of prediction (RMSEP), correlation coefficient, and predicted residual error sum of squares (PRESS) diagnostic function. The calibration range of the models were in the range of approximately 2–40 wt% for the SBA-15 support and 1–21 wt% for the BEA support because the BEA support presented lower Mo absorption than the SBA-15 support. The RMSEC, RMSECV, and RMSEP values were below 1.80% for all developed models. The highest and lowest correlation coefficients corresponded to the W/SBA-15 (0.9984) and Mo/BEA (0.9777) models, respectively. The change in catalyst support affected the mentioned chemometric parameters (Mo/SBA-15 vs. Mo/BEA). Subsequently, Raman spectroscopy combined with the temperature control stage was used to study the calcination of Mo/BEA, Mo/SBA-15, and W/SBA-15 using three-dimensional diagrams, in which the changes in catalyst structure were analyzed as functions of the temperature and time. Raman spectroscopy was determined to be a suitable analytical tool for the quantitative analysis of the metal contents of the catalyst and optimization of the calcination process. Therefore, Raman spectroscopy can be used during catalyst manufacturing.
topic Raman spectroscopy
tungsten
molybdenum
quantitative analyses
calcination
url https://www.mdpi.com/1420-3049/25/21/4918
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