1
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Werny MJ, Meirer F, Weckhuysen BM. Visualizing the Structure, Composition and Activity of Single Catalyst Particles for Olefin Polymerization and Polyolefin Decomposition. Angew Chem Int Ed Engl 2024; 63:e202306033. [PMID: 37782261 DOI: 10.1002/anie.202306033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Revised: 09/29/2023] [Accepted: 10/02/2023] [Indexed: 10/03/2023]
Abstract
The structural and morphological characterization of individual catalyst particles for olefin polymerization, as well as for the reverse process of polyolefin decomposition, can provide an improved understanding for how these catalyst materials operate under relevant reaction conditions. In this review, we discuss an emerging analytical toolbox of 2D and 3D chemical imaging techniques that is suitable for investigating the chemistry and reactivity of related catalyst systems. While synchrotron-based X-ray microscopy still provides unparalleled spatial resolutions in 2D and 3D, a number of laboratory-based techniques, most notably focused ion beam-scanning electron microscopy, confocal fluorescence microscopy, infrared photoinduced force microscopy and laboratory-based X-ray nano-computed tomography, have helped to significantly expand the arsenal of analytical tools available to scientists in heterogeneous catalysis and polymer science. In terms of future research, the review outlines the role and impact of in situ and operando (spectro-)microscopy experiments, involving sophisticated reactors as well as online reactant and product analysis, to obtain real-time information on the formation, decomposition, and mobility of polymer phases within single catalyst particles. Furthermore, the potential of fluorescence microscopy, X-ray microscopy and optical microscopy is highlighted for the high-throughput characterization of olefin polymerization and polyolefin decomposition catalysts. By combining these chemical imaging techniques with, for example, chemical staining methodologies, selective probe molecules as well as particle sorting approaches, representative structure-activity relationships can be derived at the level of single catalyst particles.
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Affiliation(s)
- Maximilian J Werny
- Inorganic Chemistry and Catalysis, Institute for Sustainable and Circular Chemistry and Debye Institute for Nanomaterials Science, Utrecht University, Universiteitsweg 99, 3584, CG Utrecht, The Netherlands
- Dutch Polymer Institute (DPI), P.O. Box 902, 5600, AX Eindhoven, The Netherlands
| | - Florian Meirer
- Inorganic Chemistry and Catalysis, Institute for Sustainable and Circular Chemistry and Debye Institute for Nanomaterials Science, Utrecht University, Universiteitsweg 99, 3584, CG Utrecht, The Netherlands
| | - Bert M Weckhuysen
- Inorganic Chemistry and Catalysis, Institute for Sustainable and Circular Chemistry and Debye Institute for Nanomaterials Science, Utrecht University, Universiteitsweg 99, 3584, CG Utrecht, The Netherlands
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2
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Holler M, Aidukas T, Heller L, Appel C, Phillips NW, Müller-Gubler E, Guizar-Sicairos M, Raabe J, Ihli J. Environmental control for X-ray nanotomography. JOURNAL OF SYNCHROTRON RADIATION 2022; 29:1223-1231. [PMID: 36073881 PMCID: PMC9455200 DOI: 10.1107/s1600577522006968] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 07/07/2022] [Indexed: 06/15/2023]
Abstract
The acquisition speed and spatial resolution of X-ray nanotomography have continuously improved over the last decades. Coherent diffraction-based techniques breach the 10 nm resolution barrier frequently and thus pose stringent demands on sample positioning accuracy and stability. At the same time there is an increasing desire to accommodate in situ or operando measurements. Here, an environmental control system for X-ray nanotomography is introduced to regulate the temperature of a sample from room temperature up to 850°C in a controlled atmospheric composition. The system allows for a 360° sample rotation, permitting tomographic studies in situ or operando free of missing wedge constraints. The system is implemented and available at the flOMNI microscope at the Swiss Light Source. In addition to the environmental control system itself, the related modifications of flOMNI are described. Tomographic measurements of a nanoporous gold sample at 50°C and 600°C at a resolution of sub-20 nm demonstrate the performance of the device.
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Affiliation(s)
- Mirko Holler
- Paul Scherrer Institut, Forschungsstrasse 111, Villigen PSI, Aargau 5232, Switzerland
| | - Tomas Aidukas
- Paul Scherrer Institut, Forschungsstrasse 111, Villigen PSI, Aargau 5232, Switzerland
| | - Lars Heller
- Paul Scherrer Institut, Forschungsstrasse 111, Villigen PSI, Aargau 5232, Switzerland
| | - Christian Appel
- Paul Scherrer Institut, Forschungsstrasse 111, Villigen PSI, Aargau 5232, Switzerland
| | - Nicholas W. Phillips
- Paul Scherrer Institut, Forschungsstrasse 111, Villigen PSI, Aargau 5232, Switzerland
| | | | | | - Jörg Raabe
- Paul Scherrer Institut, Forschungsstrasse 111, Villigen PSI, Aargau 5232, Switzerland
| | - Johannes Ihli
- Paul Scherrer Institut, Forschungsstrasse 111, Villigen PSI, Aargau 5232, Switzerland
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3
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Grote L, Seyrich M, Döhrmann R, Harouna-Mayer SY, Mancini F, Kaziukenas E, Fernandez-Cuesta I, A Zito C, Vasylieva O, Wittwer F, Odstrčzil M, Mogos N, Landmann M, Schroer CG, Koziej D. Imaging Cu 2O nanocube hollowing in solution by quantitative in situ X-ray ptychography. Nat Commun 2022; 13:4971. [PMID: 36038564 PMCID: PMC9424245 DOI: 10.1038/s41467-022-32373-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Accepted: 07/22/2022] [Indexed: 11/24/2022] Open
Abstract
Understanding morphological changes of nanoparticles in solution is essential to tailor the functionality of devices used in energy generation and storage. However, we lack experimental methods that can visualize these processes in solution, or in electrolyte, and provide three-dimensional information. Here, we show how X-ray ptychography enables in situ nano-imaging of the formation and hollowing of nanoparticles in solution at 155 °C. We simultaneously image the growth of about 100 nanocubes with a spatial resolution of 66 nm. The quantitative phase images give access to the third dimension, allowing to additionally study particle thickness. We reveal that the substrate hinders their out-of-plane growth, thus the nanocubes are in fact nanocuboids. Moreover, we observe that the reduction of Cu2O to Cu triggers the hollowing of the nanocuboids. We critically assess the interaction of X-rays with the liquid sample. Our method enables detailed in-solution imaging for a wide range of reaction conditions. Observing morphological changes of nanoparticles in solution requires advanced in-situ imaging methods. Here, the authors use X-ray ptychography to image the growth and hollowing of Cu2O nanocubes in 3D.
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Affiliation(s)
- Lukas Grote
- University of Hamburg, Institute for Nanostructure and Solid-State Physics, Center for Hybrid Nanostructures, Luruper Chaussee 149, 22761, Hamburg, Germany.,Center for X-ray and Nano Science CXNS, Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607, Hamburg, Germany
| | - Martin Seyrich
- University of Hamburg, Institute for Nanostructure and Solid-State Physics, Center for Hybrid Nanostructures, Luruper Chaussee 149, 22761, Hamburg, Germany.,Center for X-ray and Nano Science CXNS, Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607, Hamburg, Germany
| | - Ralph Döhrmann
- Center for X-ray and Nano Science CXNS, Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607, Hamburg, Germany
| | - Sani Y Harouna-Mayer
- University of Hamburg, Institute for Nanostructure and Solid-State Physics, Center for Hybrid Nanostructures, Luruper Chaussee 149, 22761, Hamburg, Germany.,The Hamburg Centre for Ultrafast Imaging, Hamburg, Germany
| | - Federica Mancini
- University of Hamburg, Institute for Nanostructure and Solid-State Physics, Center for Hybrid Nanostructures, Luruper Chaussee 149, 22761, Hamburg, Germany.,Institute of Science and Technology for Ceramics (ISTEC), National Research Council (CNR), Via Granarolo 64, 48018, Faenza (RA), Italy
| | - Emilis Kaziukenas
- University of Hamburg, Institute for Nanostructure and Solid-State Physics, Center for Hybrid Nanostructures, Luruper Chaussee 149, 22761, Hamburg, Germany.,Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Wilberforce Road, Cambridge, CB3 0WA, UK
| | - Irene Fernandez-Cuesta
- The Hamburg Centre for Ultrafast Imaging, Hamburg, Germany.,Department of Physics, University of Hamburg, Luruper Chaussee 149, 22761, Hamburg, Germany
| | - Cecilia A Zito
- University of Hamburg, Institute for Nanostructure and Solid-State Physics, Center for Hybrid Nanostructures, Luruper Chaussee 149, 22761, Hamburg, Germany.,São Paulo State University UNESP, Rua Cristóvão Colombo, 2265, 15054000, São José do Rio Preto, Brazil
| | - Olga Vasylieva
- University of Hamburg, Institute for Nanostructure and Solid-State Physics, Center for Hybrid Nanostructures, Luruper Chaussee 149, 22761, Hamburg, Germany
| | - Felix Wittwer
- University of Hamburg, Institute for Nanostructure and Solid-State Physics, Center for Hybrid Nanostructures, Luruper Chaussee 149, 22761, Hamburg, Germany.,Center for X-ray and Nano Science CXNS, Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607, Hamburg, Germany
| | - Michal Odstrčzil
- Paul Scherrer Institute, Forschungsstrasse 111, 5232, Villigen PSI, Switzerland.,Carl Zeiss SMT, Carl-Zeiss-Straße 22, 73447, Oberkochen, Germany
| | - Natnael Mogos
- University of Hamburg, Institute for Nanostructure and Solid-State Physics, Center for Hybrid Nanostructures, Luruper Chaussee 149, 22761, Hamburg, Germany
| | - Mirko Landmann
- Center for X-ray and Nano Science CXNS, Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607, Hamburg, Germany
| | - Christian G Schroer
- University of Hamburg, Institute for Nanostructure and Solid-State Physics, Center for Hybrid Nanostructures, Luruper Chaussee 149, 22761, Hamburg, Germany.,Center for X-ray and Nano Science CXNS, Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607, Hamburg, Germany.,Helmholtz Imaging Platform, Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607, Hamburg, Germany
| | - Dorota Koziej
- University of Hamburg, Institute for Nanostructure and Solid-State Physics, Center for Hybrid Nanostructures, Luruper Chaussee 149, 22761, Hamburg, Germany. .,The Hamburg Centre for Ultrafast Imaging, Hamburg, Germany.
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4
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Parker JE, Gomez-Gonzalez M, Van Lishout Y, Islam H, Duran Martin D, Ozkaya D, Quinn PD, Schuster ME. A cell design for correlative hard X-ray nanoprobe and electron microscopy studies of catalysts under in situ conditions. JOURNAL OF SYNCHROTRON RADIATION 2022; 29:431-438. [PMID: 35254306 PMCID: PMC8900865 DOI: 10.1107/s1600577521013576] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Accepted: 12/23/2021] [Indexed: 06/14/2023]
Abstract
To improve the understanding of catalysts, and ultimately the ability to design better materials, it is crucial to study them during their catalytic active states. Using in situ or operando conditions allows insights into structure-property relationships, which might not be observable by ex situ characterization. Spatially resolved X-ray fluorescence, X-ray diffraction and X-ray absorption near-edge spectroscopy are powerful tools to determine structural and electronic properties, and the spatial resolutions now achievable at hard X-ray nanoprobe beamlines make them an ideal complement to high-resolution transmission electron microscopy studies in a multi-length-scale analysis approach. The development of a system to enable the use of a commercially available gas-cell chip assembly within an X-ray nanoprobe beamline is reported here. The novel in situ capability is demonstrated by an investigation of the redox behaviour of supported Pt nanoparticles on ceria under typical lean and rich diesel-exhaust conditions; however, the system has broader application to a wide range of solid-gas reactions. In addition the setup allows complimentary in situ transmission electron microscopy and X-ray nanoprobe studies under identical conditions, with the major advantage compared with other systems that the exact same cell can be used and easily transferred between instruments. This offers the exciting possibility of studying the same particles under identical conditions (gas flow, pressure, temperature) using multiple techniques.
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Affiliation(s)
- Julia E. Parker
- Diamond Light Source, Harwell Science and Innovation Campus, Didcot, Oxfordshire OX11 0DE, United Kingdom
| | - Miguel Gomez-Gonzalez
- Diamond Light Source, Harwell Science and Innovation Campus, Didcot, Oxfordshire OX11 0DE, United Kingdom
| | - Yolanda Van Lishout
- Johnson Matthey Technology Centre, Johnson Matthey, Blounts Court, Sonning Common, Berkshire RG4 9NH, United Kingdom
| | - Husn Islam
- Johnson Matthey Technology Centre, Johnson Matthey, Blounts Court, Sonning Common, Berkshire RG4 9NH, United Kingdom
| | - Desiree Duran Martin
- Johnson Matthey Technology Centre, Johnson Matthey, Blounts Court, Sonning Common, Berkshire RG4 9NH, United Kingdom
| | - Dogan Ozkaya
- Johnson Matthey Technology Centre, Johnson Matthey, Blounts Court, Sonning Common, Berkshire RG4 9NH, United Kingdom
| | - Paul D. Quinn
- Diamond Light Source, Harwell Science and Innovation Campus, Didcot, Oxfordshire OX11 0DE, United Kingdom
| | - Manfred E. Schuster
- Johnson Matthey Technology Centre, Johnson Matthey, Blounts Court, Sonning Common, Berkshire RG4 9NH, United Kingdom
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5
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Weber S, Diaz A, Holler M, Schropp A, Lyubomirskiy M, Abel KL, Kahnt M, Jeromin A, Kulkarni S, Keller TF, Gläser R, Sheppard TL. Evolution of Hierarchically Porous Nickel Alumina Catalysts Studied by X-Ray Ptychography. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2022; 9:e2105432. [PMID: 35289133 PMCID: PMC8922122 DOI: 10.1002/advs.202105432] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Revised: 12/22/2021] [Indexed: 05/14/2023]
Abstract
The synthesis of hierarchically porous materials usually requires complex experimental procedures, often based around extensive trial and error approaches. One common synthesis strategy is the sol-gel method, although the relation between synthesis parameters, material structure and function has not been widely explored. Here, in situ 2D hard X-ray ptychography (XRP) and 3D ptychographic X-ray computed tomography (PXCT) are applied to monitor the development of hierarchical porosity in Ni/Al2 O3 and Al2 O3 catalysts with connected meso- and macropore networks. In situ XRP allows to follow textural changes of a dried gel Ni/Al2 O3 sample as a function of temperature during calcination, activation and CO2 methanation reaction. Complementary PXCT studies on dried gel particles of Ni/Al2 O3 and Al2 O3 provide quantitative information on pore structure, size distribution, and shape with 3D spatial resolution approaching 50 nm, while identical particles are imaged ex situ before and after calcination. The X-ray imaging results are correlated with N2 -sorption, Hg porosimetry and He pycnometry pore characterization. Hard X-ray nanotomography is highlighted to derive fine structural details including tortuosity, branching nodes, and closed pores, which are relevant in understanding transport phenomena during chemical reactions. XRP and PXCT are enabling technologies to understand complex synthesis pathways of porous materials.
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Affiliation(s)
- Sebastian Weber
- Institute for Chemical Technology and Polymer ChemistryKarlsruhe Institute of Technology (KIT)Engesserstr. 20Karlsruhe76131Germany
- Institute of Catalysis Research and TechnologyKarlsruhe Institute of Technology (KIT)Hermann‐von‐Helmholtz‐Platz 1Eggenstein‐Leopoldshafen76344Germany
| | - Ana Diaz
- Paul Scherrer InstitutVilligen PSI5232Switzerland
| | - Mirko Holler
- Paul Scherrer InstitutVilligen PSI5232Switzerland
| | - Andreas Schropp
- Deutsches Elektronen‐Synchrotron DESYNotkestrasse 85Hamburg22607Germany
| | | | - Ken L. Abel
- Institute of Chemical TechnologyUniversität LeipzigLinnéstraße 3Leipzig04103Germany
| | - Maik Kahnt
- MAX IV LaboratoryFotongatan 2Lund225 94Sweden
| | - Arno Jeromin
- Centre for X‐ray and Nano Science (CXNS)Deutsches Elektronen‐Synchrotron DESYNotkestrasse 85Hamburg22607Germany
| | - Satishkumar Kulkarni
- Centre for X‐ray and Nano Science (CXNS)Deutsches Elektronen‐Synchrotron DESYNotkestrasse 85Hamburg22607Germany
| | - Thomas F. Keller
- Centre for X‐ray and Nano Science (CXNS)Deutsches Elektronen‐Synchrotron DESYNotkestrasse 85Hamburg22607Germany
- Physics DepartmentUniversity of HamburgHamburg20355Germany
| | - Roger Gläser
- Institute of Chemical TechnologyUniversität LeipzigLinnéstraße 3Leipzig04103Germany
| | - Thomas L. Sheppard
- Institute for Chemical Technology and Polymer ChemistryKarlsruhe Institute of Technology (KIT)Engesserstr. 20Karlsruhe76131Germany
- Institute of Catalysis Research and TechnologyKarlsruhe Institute of Technology (KIT)Hermann‐von‐Helmholtz‐Platz 1Eggenstein‐Leopoldshafen76344Germany
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6
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Quinn PD, Gomez-Gonzalez M, Cacho-Nerin F, Parker JE. Beam and sample movement compensation for robust spectro-microscopy measurements on a hard X-ray nanoprobe. JOURNAL OF SYNCHROTRON RADIATION 2021; 28:1528-1534. [PMID: 34475300 PMCID: PMC8415335 DOI: 10.1107/s1600577521007736] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/21/2021] [Accepted: 07/28/2021] [Indexed: 06/13/2023]
Abstract
Static and in situ nanoscale spectro-microscopy is now routinely performed on the Hard X-ray Nanoprobe beamline at Diamond and the solutions implemented to provide robust energy scanning and experimental operation are described. A software-based scheme for active feedback stabilization of X-ray beam position and monochromatic beam flux across the operating energy range of the beamline is reported, consisting of two linked feedback loops using extremum seeking and position control. Multimodal registration methods have been implemented for active compensation of drift during an experiment to compensate for sample movement during in situ experiments or from beam-induced effects.
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Affiliation(s)
- Paul D. Quinn
- Diamond Light Source, Harwell Science and Innovation Campus, Didcot, Oxfordshire OX11 0DE, United Kingdom
| | - Miguel Gomez-Gonzalez
- Diamond Light Source, Harwell Science and Innovation Campus, Didcot, Oxfordshire OX11 0DE, United Kingdom
| | - Fernando Cacho-Nerin
- Diamond Light Source, Harwell Science and Innovation Campus, Didcot, Oxfordshire OX11 0DE, United Kingdom
| | - Julia E. Parker
- Diamond Light Source, Harwell Science and Innovation Campus, Didcot, Oxfordshire OX11 0DE, United Kingdom
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7
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Unraveling Structural Details in Ga-Pd SCALMS Systems Using Correlative Nano-CT, 360° Electron Tomography and Analytical TEM. Catalysts 2021. [DOI: 10.3390/catal11070810] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
We present a comprehensive structural and analytical characterization of the highly promising supported catalytically active liquid metal solutions (SCALMS) system. This novel catalyst shows excellent performance for alkane dehydrogenation, especially in terms of resistance to coking. SCALMS consists of a porous support containing catalytically active low-melting alloy particles (e.g., Ga-Pd) featuring a complex structure, which are liquid at reaction temperature. High-resolution 3D characterization at various length scales is required to reveal the complex pore morphology and catalytically active sites’ location. Nano X-ray computed tomography (nano-CT) in combination with electron tomography (ET) enables nondestructive and scale-bridging 3D materials research. We developed and applied a correlative approach using nano-CT, 360°-ET and analytical transmission electron microscopy (TEM) to decipher the morphology, distribution and chemical composition of the Ga-Pd droplets of the SCALMS system over several length scales. Utilizing ET-based segmentations of nano-CT reconstructions, we are able to reliably reveal the homogenous porous support network with embedded Ga-Pd droplets featuring a nonhomogenous elemental distribution of Ga and Pd. In contrast, large Ga-Pd droplets with a high Ga/Pd ratio are located on the surface of SCALMS primary particles, whereas the droplet size and the Ga/Pd ratio decreases while advancing into the porous volume. Our studies reveal new findings about the complex structure of SCALMS which are required to understand its superior catalytic performance. Furthermore, advancements in lab-based nano-CT imaging are presented by extending the field of view (FOV) of a single experiment via a multiple region-of-interest (ROI) stitching approach.
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8
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Bossers KW, Valadian R, Garrevoet J, van Malderen S, Chan R, Friederichs N, Severn J, Wilbers A, Zanoni S, Jongkind MK, Weckhuysen BM, Meirer F. Heterogeneity in the Fragmentation of Ziegler Catalyst Particles during Ethylene Polymerization Quantified by X-ray Nanotomography. JACS AU 2021; 1:852-864. [PMID: 34240080 PMCID: PMC8243319 DOI: 10.1021/jacsau.1c00130] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2021] [Indexed: 05/03/2023]
Abstract
Ziegler-type catalysts are the grand old workhorse of the polyolefin industry, yet their hierarchically complex nature complicates polymerization activity-catalyst structure relationships. In this work, the degree of catalyst framework fragmentation of a high-density polyethylene (HDPE) Ziegler-type catalyst was studied using ptychography X-ray-computed nanotomography (PXCT) in the early stages of ethylene polymerization under mild reaction conditions. An ensemble consisting of 434 fully reconstructed ethylene prepolymerized Ziegler catalyst particles prepared at a polymer yield of 3.4 g HDPE/g catalyst was imaged. This enabled a statistical route to study the heterogeneity in the degree of particle fragmentation and therefore local polymerization activity at an achieved 3-D spatial resolution of 74 nm without requiring invasive imaging tools. To study the degree of catalyst fragmentation within the ensemble, a fragmentation parameter was constructed based on a k-means clustering algorithm that relates the quantity of polyethylene formed to the average size of the spatially resolved catalyst fragments. With this classification method, we have identified particles that exhibit weak, moderate, and strong degrees of catalyst fragmentation, showing that there is a strong heterogeneity in the overall catalyst particle fragmentation and thus polymerization activity within the entire ensemble. This hints toward local mass transfer limitations or other deactivation phenomena. The methodology used here can be applied to all polyolefin catalysts, including metallocene and the Phillips catalysts to gain statistically relevant fundamental insights in the fragmentation behavior of an ensemble of catalyst particles.
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Affiliation(s)
- Koen W. Bossers
- Inorganic
Chemistry & Catalysis, Debye Institute for Nanomaterials Science, Utrecht University, Universiteitsweg 99, 3584 CG Utrecht, The Netherlands
| | - Roozbeh Valadian
- Inorganic
Chemistry & Catalysis, Debye Institute for Nanomaterials Science, Utrecht University, Universiteitsweg 99, 3584 CG Utrecht, The Netherlands
| | - Jan Garrevoet
- Photon
Science at Deutsches Elektronen-Synchrotron DESY, Hamburg 22603, Germany
| | - Stijn van Malderen
- Photon
Science at Deutsches Elektronen-Synchrotron DESY, Hamburg 22603, Germany
| | - Robert Chan
- SABIC, P.O. Box 319, 6160
AH Geleen, The Netherlands
| | | | - John Severn
- DSM
Materials Science Center, 6167 RD Geleen, The Netherlands
| | - Arnold Wilbers
- DSM
Materials Science Center, 6167 RD Geleen, The Netherlands
| | - Silvia Zanoni
- Inorganic
Chemistry & Catalysis, Debye Institute for Nanomaterials Science, Utrecht University, Universiteitsweg 99, 3584 CG Utrecht, The Netherlands
| | - Maarten K. Jongkind
- Inorganic
Chemistry & Catalysis, Debye Institute for Nanomaterials Science, Utrecht University, Universiteitsweg 99, 3584 CG Utrecht, The Netherlands
| | - Bert M. Weckhuysen
- Inorganic
Chemistry & Catalysis, Debye Institute for Nanomaterials Science, Utrecht University, Universiteitsweg 99, 3584 CG Utrecht, The Netherlands
| | - Florian Meirer
- Inorganic
Chemistry & Catalysis, Debye Institute for Nanomaterials Science, Utrecht University, Universiteitsweg 99, 3584 CG Utrecht, The Netherlands
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9
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Kahnt M, Grote L, Brückner D, Seyrich M, Wittwer F, Koziej D, Schroer CG. Multi-slice ptychography enables high-resolution measurements in extended chemical reactors. Sci Rep 2021; 11:1500. [PMID: 33452343 PMCID: PMC7810740 DOI: 10.1038/s41598-020-80926-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2020] [Accepted: 12/30/2020] [Indexed: 11/09/2022] Open
Abstract
Ptychographic X-ray microscopy is an ideal tool to observe chemical processes under in situ conditions. Chemical reactors, however, are often thicker than the depth of field, limiting the lateral spatial resolution in projection images. To overcome this limit and reach higher lateral spatial resolution, wave propagation within the sample environment has to be taken into account. Here, we demonstrate this effect recording a ptychographic projection of copper(I) oxide nanocubes grown on two sides of a polyimide foil. Reconstructing the nanocubes using the conventional ptychographic model shows the limitation in the achieved resolution due to the thickness of the foil. Whereas, utilizing a multi-slice approach unambiguously separates two sharper reconstructions of nanocubes on both sides of the foil. Moreover, we illustrate how ptychographic multi-slice reconstructions are crucial for high-quality imaging of chemical processes by ex situ studying copper(I) oxide nanocubes grown on the walls of a liquid cell.
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Affiliation(s)
- Maik Kahnt
- Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607, Hamburg, Germany. .,MAX IV Laboratory, Lund University, Fotongatan 2, 224 84, Lund, Sweden.
| | - Lukas Grote
- Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607, Hamburg, Germany.,Institute for Nanostructure and Solid State Physics, Center for Hybrid Nanostructures (CHyN), Universität Hamburg, Luruper Chaussee 149, Building 600, 22761, Hamburg, Germany
| | - Dennis Brückner
- Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607, Hamburg, Germany.,Department Physik, Universität Hamburg, Luruper Chaussee 149, 22761, Hamburg, Germany
| | - Martin Seyrich
- Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607, Hamburg, Germany.,Department Physik, Universität Hamburg, Luruper Chaussee 149, 22761, Hamburg, Germany
| | - Felix Wittwer
- Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607, Hamburg, Germany.,Department Physik, Universität Hamburg, Luruper Chaussee 149, 22761, Hamburg, Germany
| | - Dorota Koziej
- Institute for Nanostructure and Solid State Physics, Center for Hybrid Nanostructures (CHyN), Universität Hamburg, Luruper Chaussee 149, Building 600, 22761, Hamburg, Germany
| | - Christian G Schroer
- Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, 22607, Hamburg, Germany.,Department Physik, Universität Hamburg, Luruper Chaussee 149, 22761, Hamburg, Germany
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10
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Schropp A, Döhrmann R, Botta S, Brückner D, Kahnt M, Lyubomirskiy M, Ossig C, Scholz M, Seyrich M, Stuckelberger ME, Wiljes P, Wittwer F, Garrevoet J, Falkenberg G, Fam Y, Sheppard TL, Grunwaldt JD, Schroer CG. PtyNAMi: ptychographic nano-analytical microscope. J Appl Crystallogr 2020; 53:957-971. [PMID: 32788903 PMCID: PMC7401781 DOI: 10.1107/s1600576720008420] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2020] [Accepted: 06/23/2020] [Indexed: 02/06/2023] Open
Abstract
Ptychographic X-ray imaging at the highest spatial resolution requires an optimal experimental environment, providing a high coherent flux, excellent mechanical stability and a low background in the measured data. This requires, for example, a stable performance of all optical components along the entire beam path, high temperature stability, a robust sample and optics tracking system, and a scatter-free environment. This contribution summarizes the efforts along these lines to transform the nanoprobe station on beamline P06 (PETRA III) into the ptychographic nano-analytical microscope (PtyNAMi).
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Affiliation(s)
- Andreas Schropp
- Deutsches Elektronen-Synchrotron DESY, Notkestrasse 85, DE-22607 Hamburg, Germany
| | - Ralph Döhrmann
- Deutsches Elektronen-Synchrotron DESY, Notkestrasse 85, DE-22607 Hamburg, Germany
| | - Stephan Botta
- Deutsches Elektronen-Synchrotron DESY, Notkestrasse 85, DE-22607 Hamburg, Germany
| | - Dennis Brückner
- Deutsches Elektronen-Synchrotron DESY, Notkestrasse 85, DE-22607 Hamburg, Germany
- Department Physik, Universität Hamburg, Luruper Chaussee 149, DE-22761 Hamburg, Germany
| | - Maik Kahnt
- Department Physik, Universität Hamburg, Luruper Chaussee 149, DE-22761 Hamburg, Germany
- MAX IV Laboratory, Fotongatan 2, SE-225 94 Lund, Sweden
| | - Mikhail Lyubomirskiy
- Deutsches Elektronen-Synchrotron DESY, Notkestrasse 85, DE-22607 Hamburg, Germany
| | - Christina Ossig
- Deutsches Elektronen-Synchrotron DESY, Notkestrasse 85, DE-22607 Hamburg, Germany
- Department Physik, Universität Hamburg, Luruper Chaussee 149, DE-22761 Hamburg, Germany
| | - Maria Scholz
- Deutsches Elektronen-Synchrotron DESY, Notkestrasse 85, DE-22607 Hamburg, Germany
- Department Physik, Universität Hamburg, Luruper Chaussee 149, DE-22761 Hamburg, Germany
| | - Martin Seyrich
- Deutsches Elektronen-Synchrotron DESY, Notkestrasse 85, DE-22607 Hamburg, Germany
- Department Physik, Universität Hamburg, Luruper Chaussee 149, DE-22761 Hamburg, Germany
| | | | - Patrik Wiljes
- Deutsches Elektronen-Synchrotron DESY, Notkestrasse 85, DE-22607 Hamburg, Germany
| | - Felix Wittwer
- Deutsches Elektronen-Synchrotron DESY, Notkestrasse 85, DE-22607 Hamburg, Germany
- Department Physik, Universität Hamburg, Luruper Chaussee 149, DE-22761 Hamburg, Germany
| | - Jan Garrevoet
- Deutsches Elektronen-Synchrotron DESY, Notkestrasse 85, DE-22607 Hamburg, Germany
| | - Gerald Falkenberg
- Deutsches Elektronen-Synchrotron DESY, Notkestrasse 85, DE-22607 Hamburg, Germany
| | - Yakub Fam
- Institute for Chemical Technology and Polymer Chemistry, Karlsruhe Institute of Technology, Engesserstrasse 20, DE-76131 Karlsruhe, Germany
| | - Thomas L. Sheppard
- Institute for Chemical Technology and Polymer Chemistry, Karlsruhe Institute of Technology, Engesserstrasse 20, DE-76131 Karlsruhe, Germany
- Institute of Catalysis Research and Technology, Karlsruhe Institute of Technology, Hermann-von-Helmholtz Platz 1, DE-76344 Eggenstein-Leopoldshafen, Germany
| | - Jan-Dierk Grunwaldt
- Institute for Chemical Technology and Polymer Chemistry, Karlsruhe Institute of Technology, Engesserstrasse 20, DE-76131 Karlsruhe, Germany
- Institute of Catalysis Research and Technology, Karlsruhe Institute of Technology, Hermann-von-Helmholtz Platz 1, DE-76344 Eggenstein-Leopoldshafen, Germany
| | - Christian G. Schroer
- Deutsches Elektronen-Synchrotron DESY, Notkestrasse 85, DE-22607 Hamburg, Germany
- Department Physik, Universität Hamburg, Luruper Chaussee 149, DE-22761 Hamburg, Germany
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Yang X, Kahnt M, Brückner D, Schropp A, Fam Y, Becher J, Grunwaldt JD, Sheppard TL, Schroer CG. Tomographic reconstruction with a generative adversarial network. JOURNAL OF SYNCHROTRON RADIATION 2020; 27:486-493. [PMID: 32153289 PMCID: PMC7064113 DOI: 10.1107/s1600577520000831] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/16/2019] [Accepted: 01/22/2020] [Indexed: 05/04/2023]
Abstract
This paper presents a deep learning algorithm for tomographic reconstruction (GANrec). The algorithm uses a generative adversarial network (GAN) to solve the inverse of the Radon transform directly. It works for independent sinograms without additional training steps. The GAN has been developed to fit the input sinogram with the model sinogram generated from the predicted reconstruction. Good quality reconstructions can be obtained during the minimization of the fitting errors. The reconstruction is a self-training procedure based on the physics model, instead of on training data. The algorithm showed significant improvements in the reconstruction accuracy, especially for missing-wedge tomography acquired at less than 180° rotational range. It was also validated by reconstructing a missing-wedge X-ray ptychographic tomography (PXCT) data set of a macroporous zeolite particle, for which only 51 projections over 70° could be collected. The GANrec recovered the 3D pore structure with reasonable quality for further analysis. This reconstruction concept can work universally for most of the ill-posed inverse problems if the forward model is well defined, such as phase retrieval of in-line phase-contrast imaging.
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Affiliation(s)
- Xiaogang Yang
- FS-PETRA, Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, D-22607 Hamburg, Germany
| | - Maik Kahnt
- FS-PETRA, Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, D-22607 Hamburg, Germany
- MAX IV Laboratory, Lund University, 22100 Lund, Sweden
| | - Dennis Brückner
- FS-PETRA, Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, D-22607 Hamburg, Germany
- Department Physik, Universität Hamburg, Luruper Chaussee 149, D-22761 Hamburg, Germany
- Faculty of Chemistry and Biochemistry, Ruhr-University Bochum, Universitätsstraße 150, 44801 Bochum, Germany
| | - Andreas Schropp
- FS-PETRA, Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, D-22607 Hamburg, Germany
| | - Yakub Fam
- Institute for Chemical Technology and Polymer Chemistry, Karlsruhe Institute of Technology, Engesserstraße 20, 76131 Karlsruhe, Germany
| | - Johannes Becher
- Institute for Chemical Technology and Polymer Chemistry, Karlsruhe Institute of Technology, Engesserstraße 20, 76131 Karlsruhe, Germany
| | - Jan-Dierk Grunwaldt
- Institute for Chemical Technology and Polymer Chemistry, Karlsruhe Institute of Technology, Engesserstraße 20, 76131 Karlsruhe, Germany
- Institute of Catalysis Research and Technology, Karlsruhe Institute of Technology, Hermann-von-Helmholtz Platz 1, 76344 Eggenstein-Leopoldshafen, Germany
| | - Thomas L. Sheppard
- Institute for Chemical Technology and Polymer Chemistry, Karlsruhe Institute of Technology, Engesserstraße 20, 76131 Karlsruhe, Germany
- Institute of Catalysis Research and Technology, Karlsruhe Institute of Technology, Hermann-von-Helmholtz Platz 1, 76344 Eggenstein-Leopoldshafen, Germany
| | - Christian G. Schroer
- FS-PETRA, Deutsches Elektronen-Synchrotron DESY, Notkestraße 85, D-22607 Hamburg, Germany
- Department Physik, Universität Hamburg, Luruper Chaussee 149, D-22761 Hamburg, Germany
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