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Lavroff RH, Morgan HWT, Zhang Z, Poths P, Alexandrova AN. Ensemble representation of catalytic interfaces: soloists, orchestras, and everything in-between. Chem Sci 2022; 13:8003-8016. [PMID: 35919426 PMCID: PMC9278157 DOI: 10.1039/d2sc01367c] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 05/23/2022] [Indexed: 11/21/2022] Open
Abstract
Catalytic systems are complex and dynamic, exploring vast chemical spaces on multiple timescales. In this perspective, we discuss the dynamic behavior of fluxional, heterogeneous thermal and electrocatalysts and the ensembles of many isomers which govern their behavior. We develop a new paradigm in catalysis theory in which highly fluxional systems, namely sub-nano clusters, isomerize on a much shorter timescale than that of the catalyzed reaction, so macroscopic properties arise from the thermal ensemble of isomers, not just the ground state. Accurate chemical predictions can only be reached through a many-structure picture of the catalyst, and we explain the breakdown of conventional methods such as linear scaling relations and size-selected prevention of sintering. We capitalize on the forward-looking discussion of the means of controlling the size of these dynamic ensembles. This control, such that the most effective or selective isomers can dominate the system, is essential for the fluxional catalyst to be practicable, and their targeted synthesis to be possible. It will also provide a fundamental lever of catalyst design. Finally, we discuss computational tools and experimental methods for probing ensembles and the role of specific isomers. We hope that catalyst optimization using chemically informed descriptors of ensemble nature and size will become a new norm in the field of catalysis and have broad impacts in sustainable energy, efficient chemical production, and more.
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Affiliation(s)
- Robert H Lavroff
- Department of Chemistry and Biochemistry, University of California, Los Angeles Los Angeles California 90095-1569 USA
| | - Harry W T Morgan
- Department of Chemistry and Biochemistry, University of California, Los Angeles Los Angeles California 90095-1569 USA
| | - Zisheng Zhang
- Department of Chemistry and Biochemistry, University of California, Los Angeles Los Angeles California 90095-1569 USA
| | - Patricia Poths
- Department of Chemistry and Biochemistry, University of California, Los Angeles Los Angeles California 90095-1569 USA
| | - Anastassia N Alexandrova
- Department of Chemistry and Biochemistry, University of California, Los Angeles Los Angeles California 90095-1569 USA
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2
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Feng R, Pan L, Li F, Xu D, Shi R, Dai L, Ding C, Zou JJ, Zhang M. The kinetic mechanism of acetylene hydrogenation to prepare ethane over FexOy clusters: A DFT study. Chem Eng Sci 2021. [DOI: 10.1016/j.ces.2020.116170] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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3
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Grajciar L, Heard CJ, Bondarenko AA, Polynski MV, Meeprasert J, Pidko EA, Nachtigall P. Towards operando computational modeling in heterogeneous catalysis. Chem Soc Rev 2018; 47:8307-8348. [PMID: 30204184 PMCID: PMC6240816 DOI: 10.1039/c8cs00398j] [Citation(s) in RCA: 114] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2018] [Indexed: 12/19/2022]
Abstract
An increased synergy between experimental and theoretical investigations in heterogeneous catalysis has become apparent during the last decade. Experimental work has extended from ultra-high vacuum and low temperature towards operando conditions. These developments have motivated the computational community to move from standard descriptive computational models, based on inspection of the potential energy surface at 0 K and low reactant concentrations (0 K/UHV model), to more realistic conditions. The transition from 0 K/UHV to operando models has been backed by significant developments in computer hardware and software over the past few decades. New methodological developments, designed to overcome part of the gap between 0 K/UHV and operando conditions, include (i) global optimization techniques, (ii) ab initio constrained thermodynamics, (iii) biased molecular dynamics, (iv) microkinetic models of reaction networks and (v) machine learning approaches. The importance of the transition is highlighted by discussing how the molecular level picture of catalytic sites and the associated reaction mechanisms changes when the chemical environment, pressure and temperature effects are correctly accounted for in molecular simulations. It is the purpose of this review to discuss each method on an equal footing, and to draw connections between methods, particularly where they may be applied in combination.
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Affiliation(s)
- Lukáš Grajciar
- Department of Physical and Macromolecular Chemistry
, Faculty of Science
, Charles University in Prague
,
128 43 Prague 2
, Czech Republic
.
;
;
| | - Christopher J. Heard
- Department of Physical and Macromolecular Chemistry
, Faculty of Science
, Charles University in Prague
,
128 43 Prague 2
, Czech Republic
.
;
;
| | - Anton A. Bondarenko
- TheoMAT group
, ITMO University
,
Lomonosova 9
, St. Petersburg
, 191002
, Russia
| | - Mikhail V. Polynski
- TheoMAT group
, ITMO University
,
Lomonosova 9
, St. Petersburg
, 191002
, Russia
| | - Jittima Meeprasert
- Inorganic Systems Engineering group
, Department of Chemical Engineering
, Faculty of Applied Sciences
, Delft University of Technology
,
Van der Maasweg 9
, 2629 HZ Delft
, The Netherlands
.
| | - Evgeny A. Pidko
- TheoMAT group
, ITMO University
,
Lomonosova 9
, St. Petersburg
, 191002
, Russia
- Inorganic Systems Engineering group
, Department of Chemical Engineering
, Faculty of Applied Sciences
, Delft University of Technology
,
Van der Maasweg 9
, 2629 HZ Delft
, The Netherlands
.
| | - Petr Nachtigall
- Department of Physical and Macromolecular Chemistry
, Faculty of Science
, Charles University in Prague
,
128 43 Prague 2
, Czech Republic
.
;
;
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4
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Shi SP, Zhao XF, Liu XY, Lei D, Yan M, Jiang G. Structural and Electronic Properties in Titanium-Doped Stannum Clusters: Comparison with Their Anions and Cations. J CLUST SCI 2018. [DOI: 10.1007/s10876-018-1384-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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5
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Structural, Relative Stable, and Electronic Properties of PbnSnn (n = 2–12) Clusters were Investigated Using Density Functional Theory. J CLUST SCI 2017. [DOI: 10.1007/s10876-017-1242-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
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6
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Baxter ET, Ha MA, Cass AC, Alexandrova AN, Anderson SL. Ethylene Dehydrogenation on Pt4,7,8 Clusters on Al2O3: Strong Cluster Size Dependence Linked to Preferred Catalyst Morphologies. ACS Catal 2017. [DOI: 10.1021/acscatal.7b00409] [Citation(s) in RCA: 93] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Eric T. Baxter
- Department
of Chemistry, University of Utah, Salt Lake City, Utah 84112, United States
| | - Mai-Anh Ha
- Department
of Chemistry and Biochemistry, University of California, Los Angeles, California 90095, United States
| | - Ashley C. Cass
- Department
of Chemistry, University of Utah, Salt Lake City, Utah 84112, United States
| | - Anastassia N. Alexandrova
- Department
of Chemistry and Biochemistry, University of California, Los Angeles, California 90095, United States
- California NanoSystems Institute, Los Angeles, California 90095, United States
| | - Scott L. Anderson
- Department
of Chemistry, University of Utah, Salt Lake City, Utah 84112, United States
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7
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Wegner S, Saito M, Barthel J, Janiak C. Soft wet-chemical synthesis of Ru-Sn nanoparticles from single-source ruthenocene-stannole precursors in an ionic liquid. J Organomet Chem 2016. [DOI: 10.1016/j.jorganchem.2016.05.010] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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8
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Heard CJ, Hu C, Skoglundh M, Creaser D, Grönbeck H. Kinetic Regimes in Ethylene Hydrogenation over Transition-Metal Surfaces. ACS Catal 2016. [DOI: 10.1021/acscatal.5b02708] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Christopher J. Heard
- Department
of Applied Physics, ‡Competence Centre for Catalysis, and §Department of
Chemistry and Chemical Engineering, Chalmers University of Technology, Göteborg, Sweden
| | - Chaoquan Hu
- Department
of Applied Physics, ‡Competence Centre for Catalysis, and §Department of
Chemistry and Chemical Engineering, Chalmers University of Technology, Göteborg, Sweden
| | - Magnus Skoglundh
- Department
of Applied Physics, ‡Competence Centre for Catalysis, and §Department of
Chemistry and Chemical Engineering, Chalmers University of Technology, Göteborg, Sweden
| | - Derek Creaser
- Department
of Applied Physics, ‡Competence Centre for Catalysis, and §Department of
Chemistry and Chemical Engineering, Chalmers University of Technology, Göteborg, Sweden
| | - Henrik Grönbeck
- Department
of Applied Physics, ‡Competence Centre for Catalysis, and §Department of
Chemistry and Chemical Engineering, Chalmers University of Technology, Göteborg, Sweden
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9
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Mager N, Lamme WS, Carlier S, Hermans S. pH controlled adsorption of water-soluble ruthenium clusters onto carbon nanotubes and nanofiber surfaces. Phys Chem Chem Phys 2016; 18:32210-32221. [DOI: 10.1039/c6cp05314a] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Nanocarbon supported catalysts were prepared from water-soluble molecular clusters by pH controlled impregnations in order to probe the clusters/surface interactions and to maximize them.
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Affiliation(s)
- Nathalie Mager
- Université catholique de Louvain
- Institut de la Matière Condensée et des Nanosciences (IMCN)
- Place Louis Pasteur 1
- B-1348 Louvain-la-Neuve
- Belgium
| | - Wouter S. Lamme
- Utrecht University
- Inorganic Chemistry and Catalysis
- Debye Institute for Nanomaterials Science
- 3584 CG Utrecht
- The Netherlands
| | - Samuel Carlier
- Université catholique de Louvain
- Institut de la Matière Condensée et des Nanosciences (IMCN)
- Place Louis Pasteur 1
- B-1348 Louvain-la-Neuve
- Belgium
| | - Sophie Hermans
- Université catholique de Louvain
- Institut de la Matière Condensée et des Nanosciences (IMCN)
- Place Louis Pasteur 1
- B-1348 Louvain-la-Neuve
- Belgium
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10
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Takahashi K, Isobe S. Enhancing the hydrogen storage capacity of TiFe by utilizing clusters. Phys Chem Chem Phys 2014; 16:16765-70. [PMID: 25002240 DOI: 10.1039/c4cp02204a] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Affiliation(s)
- Keisuke Takahashi
- Graduate School of Engineering, Hokkaido University, N-13, W-8, Sapporo 060-8278, Japan.
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