Cargando…

Advancing the Compositional Analysis of Olefin Polymerization Catalysts with High-Throughput Fluorescence Microscopy

[Image: see text] To optimize the performance of supported olefin polymerization catalysts, novel methodologies are required to evaluate the composition, structure, and morphology of both pristine and prepolymerized samples in a resource-efficient, high-throughput manner. Here, we report on a unique...

Descripción completa

Detalles Bibliográficos
Autores principales: Werny, Maximilian J., Siebers, Kirsten B., Friederichs, Nicolaas H., Hendriksen, Coen, Meirer, Florian, Weckhuysen, Bert M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2022
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9706558/
https://www.ncbi.nlm.nih.gov/pubmed/36346832
http://dx.doi.org/10.1021/jacs.2c09159
_version_ 1784840529808195584
author Werny, Maximilian J.
Siebers, Kirsten B.
Friederichs, Nicolaas H.
Hendriksen, Coen
Meirer, Florian
Weckhuysen, Bert M.
author_facet Werny, Maximilian J.
Siebers, Kirsten B.
Friederichs, Nicolaas H.
Hendriksen, Coen
Meirer, Florian
Weckhuysen, Bert M.
author_sort Werny, Maximilian J.
collection PubMed
description [Image: see text] To optimize the performance of supported olefin polymerization catalysts, novel methodologies are required to evaluate the composition, structure, and morphology of both pristine and prepolymerized samples in a resource-efficient, high-throughput manner. Here, we report on a unique combination of laboratory-based confocal fluorescence microscopy and advanced image processing that allowed us to quantitatively assess support fragmentation in a large number of autofluorescent metallocene-based catalyst particles. Using this approach, significant inter- and intraparticle heterogeneities were detected and quantified in a representative number of prepolymerized catalyst particles (2D: ≥135, 3D: 40). The heterogeneity that was observed over several stages of slurry-phase ethylene polymerization (10 bar) is primarily attributed to the catalyst particles’ diverse support structures and to the inhomogeneities in the metallocene distribution. From a mechanistic point of view, the 2D and 3D analyses revealed extensive contributions from a layer-by-layer fragmentation mechanism in synergy with a less pronounced sectioning mechanism. A significant number of catalyst particles were also found to display limited support fragmentation at the onset of the reaction (i.e., at lower polymer yields). This delay in activity or “dormancy” is believed to contribute to a broadening of the particle size distribution during the early stages of polymerization. 2D and 3D catalyst screening via confocal fluorescence microscopy represents an accessible and fast approach to characterize the structure of heterogeneous catalysts and assess the distribution of their fluorescent components and reaction products. The automation of both image segmentation and postprocessing with machine learning can yield a powerful diagnostic tool for future research as well as quality control on industrial catalysts.
format Online
Article
Text
id pubmed-9706558
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher American Chemical Society
record_format MEDLINE/PubMed
spelling pubmed-97065582022-11-30 Advancing the Compositional Analysis of Olefin Polymerization Catalysts with High-Throughput Fluorescence Microscopy Werny, Maximilian J. Siebers, Kirsten B. Friederichs, Nicolaas H. Hendriksen, Coen Meirer, Florian Weckhuysen, Bert M. J Am Chem Soc [Image: see text] To optimize the performance of supported olefin polymerization catalysts, novel methodologies are required to evaluate the composition, structure, and morphology of both pristine and prepolymerized samples in a resource-efficient, high-throughput manner. Here, we report on a unique combination of laboratory-based confocal fluorescence microscopy and advanced image processing that allowed us to quantitatively assess support fragmentation in a large number of autofluorescent metallocene-based catalyst particles. Using this approach, significant inter- and intraparticle heterogeneities were detected and quantified in a representative number of prepolymerized catalyst particles (2D: ≥135, 3D: 40). The heterogeneity that was observed over several stages of slurry-phase ethylene polymerization (10 bar) is primarily attributed to the catalyst particles’ diverse support structures and to the inhomogeneities in the metallocene distribution. From a mechanistic point of view, the 2D and 3D analyses revealed extensive contributions from a layer-by-layer fragmentation mechanism in synergy with a less pronounced sectioning mechanism. A significant number of catalyst particles were also found to display limited support fragmentation at the onset of the reaction (i.e., at lower polymer yields). This delay in activity or “dormancy” is believed to contribute to a broadening of the particle size distribution during the early stages of polymerization. 2D and 3D catalyst screening via confocal fluorescence microscopy represents an accessible and fast approach to characterize the structure of heterogeneous catalysts and assess the distribution of their fluorescent components and reaction products. The automation of both image segmentation and postprocessing with machine learning can yield a powerful diagnostic tool for future research as well as quality control on industrial catalysts. American Chemical Society 2022-11-08 2022-11-23 /pmc/articles/PMC9706558/ /pubmed/36346832 http://dx.doi.org/10.1021/jacs.2c09159 Text en © 2022 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by/4.0/Permits the broadest form of re-use including for commercial purposes, provided that author attribution and integrity are maintained (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Werny, Maximilian J.
Siebers, Kirsten B.
Friederichs, Nicolaas H.
Hendriksen, Coen
Meirer, Florian
Weckhuysen, Bert M.
Advancing the Compositional Analysis of Olefin Polymerization Catalysts with High-Throughput Fluorescence Microscopy
title Advancing the Compositional Analysis of Olefin Polymerization Catalysts with High-Throughput Fluorescence Microscopy
title_full Advancing the Compositional Analysis of Olefin Polymerization Catalysts with High-Throughput Fluorescence Microscopy
title_fullStr Advancing the Compositional Analysis of Olefin Polymerization Catalysts with High-Throughput Fluorescence Microscopy
title_full_unstemmed Advancing the Compositional Analysis of Olefin Polymerization Catalysts with High-Throughput Fluorescence Microscopy
title_short Advancing the Compositional Analysis of Olefin Polymerization Catalysts with High-Throughput Fluorescence Microscopy
title_sort advancing the compositional analysis of olefin polymerization catalysts with high-throughput fluorescence microscopy
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9706558/
https://www.ncbi.nlm.nih.gov/pubmed/36346832
http://dx.doi.org/10.1021/jacs.2c09159
work_keys_str_mv AT wernymaximilianj advancingthecompositionalanalysisofolefinpolymerizationcatalystswithhighthroughputfluorescencemicroscopy
AT sieberskirstenb advancingthecompositionalanalysisofolefinpolymerizationcatalystswithhighthroughputfluorescencemicroscopy
AT friederichsnicolaash advancingthecompositionalanalysisofolefinpolymerizationcatalystswithhighthroughputfluorescencemicroscopy
AT hendriksencoen advancingthecompositionalanalysisofolefinpolymerizationcatalystswithhighthroughputfluorescencemicroscopy
AT meirerflorian advancingthecompositionalanalysisofolefinpolymerizationcatalystswithhighthroughputfluorescencemicroscopy
AT weckhuysenbertm advancingthecompositionalanalysisofolefinpolymerizationcatalystswithhighthroughputfluorescencemicroscopy