Surface chemistry dictates stability and oxidation state of supported single metal catalyst atoms
Abstract
Single atom catalysts receive considerable attention due to reducing noble metal utilization and potentially eliminating certain side reactions. Yet, the rational design of highly reactive and stable single atom catalysts is hampered by the current lack of fundamental insights at the single atom limit. Here, density functional theory calculations are performed for a prototype reaction, namely CO oxidation, over different single metal atoms supported on alumina. The governing reaction mechanisms and scaling relations are identified using microkinetic modeling and principal component analysis, respectively. A large change in the oxophilicity of the supported single metal atom leads to changes in the rate-determining step and the catalyst resting state. Multi-response surfaces are introduced and built cheaply using a descriptor-based, closed form kinetic model to describe simultaneously the activity, stability, and oxidation state of single metal atom catalysts. A double peaked volcano in activity is observed due to competing rate-determining steps and catalytic cycles. Reaction orders of reactants provide excellent kinetic signatures of the catalyst state. Importantly, the surface chemistry determines the stability, oxidation, and resting state of the catalyst.
- Authors:
-
- Department of Chemical and Biomolecular Engineering, Catalysis Center for Energy Innovation, University of Delaware, Newark, USA
- Publication Date:
- Research Org.:
- Energy Frontier Research Centers (EFRC) (United States). Catalysis Center for Energy Innovation (CCEI); Univ. of Delaware, Newark, DE (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Basic Energy Sciences (BES); European Union Horizon 2020
- OSTI Identifier:
- 1581202
- Alternate Identifier(s):
- OSTI ID: 1767705
- Grant/Contract Number:
- SC0001004; 686086
- Resource Type:
- Published Article
- Journal Name:
- Chemical Science
- Additional Journal Information:
- Journal Name: Chemical Science Journal Volume: 11 Journal Issue: 6; Journal ID: ISSN 2041-6520
- Publisher:
- Royal Society of Chemistry
- Country of Publication:
- United Kingdom
- Language:
- English
- Subject:
- 37 INORGANIC, ORGANIC, PHYSICAL, AND ANALYTICAL CHEMISTRY; catalysis (homogeneous); catalysis (heterogeneous); biofuels (including algae and biomass); bio-inspired; hydrogen and fuel cells; materials and chemistry by design; synthesis (novel materials); synthesis (self-assembly); synthesis (scalable processing)
Citation Formats
Alexopoulos, Konstantinos, and Vlachos, Dionisios G. Surface chemistry dictates stability and oxidation state of supported single metal catalyst atoms. United Kingdom: N. p., 2020.
Web. doi:10.1039/C9SC05944J.
Alexopoulos, Konstantinos, & Vlachos, Dionisios G. Surface chemistry dictates stability and oxidation state of supported single metal catalyst atoms. United Kingdom. https://doi.org/10.1039/C9SC05944J
Alexopoulos, Konstantinos, and Vlachos, Dionisios G. Wed .
"Surface chemistry dictates stability and oxidation state of supported single metal catalyst atoms". United Kingdom. https://doi.org/10.1039/C9SC05944J.
@article{osti_1581202,
title = {Surface chemistry dictates stability and oxidation state of supported single metal catalyst atoms},
author = {Alexopoulos, Konstantinos and Vlachos, Dionisios G.},
abstractNote = {Single atom catalysts receive considerable attention due to reducing noble metal utilization and potentially eliminating certain side reactions. Yet, the rational design of highly reactive and stable single atom catalysts is hampered by the current lack of fundamental insights at the single atom limit. Here, density functional theory calculations are performed for a prototype reaction, namely CO oxidation, over different single metal atoms supported on alumina. The governing reaction mechanisms and scaling relations are identified using microkinetic modeling and principal component analysis, respectively. A large change in the oxophilicity of the supported single metal atom leads to changes in the rate-determining step and the catalyst resting state. Multi-response surfaces are introduced and built cheaply using a descriptor-based, closed form kinetic model to describe simultaneously the activity, stability, and oxidation state of single metal atom catalysts. A double peaked volcano in activity is observed due to competing rate-determining steps and catalytic cycles. Reaction orders of reactants provide excellent kinetic signatures of the catalyst state. Importantly, the surface chemistry determines the stability, oxidation, and resting state of the catalyst.},
doi = {10.1039/C9SC05944J},
journal = {Chemical Science},
number = 6,
volume = 11,
place = {United Kingdom},
year = {Wed Feb 12 00:00:00 EST 2020},
month = {Wed Feb 12 00:00:00 EST 2020}
}
https://doi.org/10.1039/C9SC05944J
Web of Science
Works referenced in this record:
Normal Mode Analysis in Zeolites: Toward an Efficient Calculation of Adsorption Entropies
journal, March 2011
- De Moor, Bart A.; Ghysels, An; Reyniers, Marie-Françoise
- Journal of Chemical Theory and Computation, Vol. 7, Issue 4
Development of Low Temperature Three-Way Catalysts for Future Fuel Efficient Vehicles
journal, January 2015
- Chen, By Hai-Ying; Chang, Hsiao-Lan (Russell)
- Johnson Matthey Technology Review, Vol. 59, Issue 1
Machine learning meets volcano plots: computational discovery of cross-coupling catalysts
journal, January 2018
- Meyer, Benjamin; Sawatlon, Boodsarin; Heinen, Stefan
- Chemical Science, Vol. 9, Issue 35
Projector augmented-wave method
journal, December 1994
- Blöchl, P. E.
- Physical Review B, Vol. 50, Issue 24, p. 17953-17979
Periodic DFT Study of Benzene Adsorption on Pd(100) and Pd(110) at Medium and Saturation Coverage
journal, September 2014
- Canduela-Rodriguez, Gonzalo; Sabbe, Maarten K.; Reyniers, Marie-Françoise
- The Journal of Physical Chemistry C, Vol. 118, Issue 37
CO Oxidation on Metal Oxide Supported Single Pt atoms: The Role of the Support
journal, June 2017
- Lou, Yang; Liu, Jingyue
- Industrial & Engineering Chemistry Research, Vol. 56, Issue 24
Activity-Based Screening of Homogeneous Catalysts through the Rapid Assessment of Theoretically Derived Turnover Frequencies
journal, May 2019
- Wodrich, Matthew D.; Sawatlon, Boodsarin; Solel, Ephrath
- ACS Catalysis, Vol. 9, Issue 6
From ultrasoft pseudopotentials to the projector augmented-wave method
journal, January 1999
- Kresse, G.; Joubert, D.
- Physical Review B, Vol. 59, Issue 3, p. 1758-1775
Density Functional Theory-Computed Mechanisms of Ethylene and Diethyl Ether Formation from Ethanol on γ-Al 2 O 3 (100)
journal, August 2013
- Christiansen, Matthew A.; Mpourmpakis, Giannis; Vlachos, Dionisios G.
- ACS Catalysis, Vol. 3, Issue 9
Single atom gold catalysts for low-temperature CO oxidation
journal, October 2016
- Qiao, Botao; Liang, Jin-Xia; Wang, Aiqin
- Chinese Journal of Catalysis, Vol. 37, Issue 10
Linear scaling relationships and volcano plots in homogeneous catalysis – revisiting the Suzuki reaction
journal, January 2015
- Busch, Michael; Wodrich, Matthew D.; Corminboeuf, Clémence
- Chemical Science, Vol. 6, Issue 12
Kinetic interpretation of catalytic activity patterns based on theoretical chemical descriptors
journal, May 2003
- Toulhoat, Hervé; Raybaud, Pascal
- Journal of Catalysis, Vol. 216, Issue 1-2
A fast and robust algorithm for Bader decomposition of charge density
journal, June 2006
- Henkelman, Graeme; Arnaldsson, Andri; Jónsson, Hannes
- Computational Materials Science, Vol. 36, Issue 3
DFT-driven multi-site microkinetic modeling of ethanol conversion to ethylene and diethyl ether on γ-Al2O3(1 1 1)
journal, March 2015
- Christiansen, Matthew A.; Mpourmpakis, Giannis; Vlachos, Dionisios G.
- Journal of Catalysis, Vol. 323
Use of DFT to achieve a rational understanding of acid?basic properties of ?-alumina surfaces
journal, August 2004
- Digne, M.
- Journal of Catalysis, Vol. 226, Issue 1
Ab initiomolecular dynamics for liquid metals
journal, January 1993
- Kresse, G.; Hafner, J.
- Physical Review B, Vol. 47, Issue 1, p. 558-561
A dimer method for finding saddle points on high dimensional potential surfaces using only first derivatives
journal, October 1999
- Henkelman, Graeme; Jónsson, Hannes
- The Journal of Chemical Physics, Vol. 111, Issue 15
Effect of the relationship between particle size, inter-particle distance, and metal loading of carbon supported fuel cell catalysts on their catalytic activity
journal, August 2012
- Corradini, Patricia Gon; Pires, Felipe I.; Paganin, Valdecir A.
- Journal of Nanoparticle Research, Vol. 14, Issue 9
The Brønsted–Evans–Polanyi relation and the volcano curve in heterogeneous catalysis
journal, May 2004
- Bligaard, T.; Nørskov, J. K.; Dahl, S.
- Journal of Catalysis, Vol. 224, Issue 1
CO Oxidation on Supported Single Pt Atoms: Experimental and ab Initio Density Functional Studies of CO Interaction with Pt Atom on θ-Al 2 O 3 (010) Surface
journal, August 2013
- Moses-DeBusk, Melanie; Yoon, Mina; Allard, Lawrence F.
- Journal of the American Chemical Society, Vol. 135, Issue 34
Low-temperature carbon monoxide oxidation catalysed by regenerable atomically dispersed palladium on alumina
journal, September 2014
- Peterson, Eric J.; DeLaRiva, Andrew T.; Lin, Sen
- Nature Communications, Vol. 5, Issue 1
Atomically Dispersed Supported Metal Catalysts: Seeing Is Believing
journal, April 2019
- Gates, Bruce C.
- Trends in Chemistry, Vol. 1, Issue 1
Degree of rate control approach to computational catalyst screening
journal, October 2015
- Wolcott, Christopher A.; Medford, Andrew J.; Studt, Felix
- Journal of Catalysis, Vol. 330
Using first principles to predict bimetallic catalysts for the ammonia decomposition reaction
journal, April 2010
- Hansgen, Danielle A.; Vlachos, Dionisios G.; Chen, Jingguang G.
- Nature Chemistry, Vol. 2, Issue 6
A reduced mechanism for methane and one-step rate expressions for fuel-lean catalytic combustion of small alkanes on noble metals
journal, June 2007
- Deshmukh, S.; Vlachos, D.
- Combustion and Flame, Vol. 149, Issue 4
Periodic trends in the selective hydrogenation of styrene over silica supported metal catalysts
journal, November 2013
- Corvaisier, F.; Schuurman, Y.; Fecant, A.
- Journal of Catalysis, Vol. 307
Low Temperature CO oxidation over Iron Oxide Nanoparticles Decorating Internal Structures of a Mesoporous Alumina
journal, January 2017
- Kim, Il Hee; Seo, Hyun Ook; Park, Eun Ji
- Scientific Reports, Vol. 7, Issue 1
Accessing and predicting the kinetic profiles of homogeneous catalysts from volcano plots
journal, January 2016
- Wodrich, Matthew D.; Busch, Michael; Corminboeuf, Clémence
- Chemical Science, Vol. 7, Issue 9
First-Principles Kinetic Study on the Effect of the Zeolite Framework on 1-Butanol Dehydration
journal, May 2016
- John, Mathew; Alexopoulos, Konstantinos; Reyniers, Marie-Françoise
- ACS Catalysis, Vol. 6, Issue 7
Trends in the Catalytic CO Oxidation Activity of Nanoparticles
journal, June 2008
- Falsig, Hanne; Hvolbæk, Britt; Kristensen, Iben S.
- Angewandte Chemie International Edition, Vol. 47, Issue 26
Microkinetic Modeling and Reduced Rate Expressions of Ethylene Hydrogenation and Ethane Hydrogenolysis on Platinum
journal, January 2011
- Salciccioli, M.; Chen, Y.; Vlachos, D. G.
- Industrial & Engineering Chemistry Research, Vol. 50, Issue 1
Efficiency of ab-initio total energy calculations for metals and semiconductors using a plane-wave basis set
journal, July 1996
- Kresse, G.; Furthmüller, J.
- Computational Materials Science, Vol. 6, Issue 1, p. 15-50
Is the water–gas shift reaction on Pt simple?
journal, July 2005
- Mhadeshwar, A. B.; Vlachos, D. G.
- Catalysis Today, Vol. 105, Issue 1
Mechanistic analysis of the role of metal oxophilicity in the hydrodeoxygenation of anisole
journal, March 2017
- Tan, Qiaohua; Wang, Gonghua; Long, Alex
- Journal of Catalysis, Vol. 347
Thermodynamic determination of van der Waals radii of metals
journal, March 2011
- Batsanov, Stepan S.
- Journal of Molecular Structure, Vol. 990, Issue 1-3
Efficient iterative schemes for ab initio total-energy calculations using a plane-wave basis set
journal, October 1996
- Kresse, G.; Furthmüller, J.
- Physical Review B, Vol. 54, Issue 16, p. 11169-11186
Ab initio molecular-dynamics simulation of the liquid-metal–amorphous-semiconductor transition in germanium
journal, May 1994
- Kresse, G.; Hafner, J.
- Physical Review B, Vol. 49, Issue 20, p. 14251-14269
First-Principles Kinetic and Spectroscopic Insights into Single-Atom Catalysis
journal, April 2019
- Alexopoulos, Konstantinos; Wang, Yifan; Vlachos, Dionisios G.
- ACS Catalysis, Vol. 9, Issue 6
Atoms, molecules, solids, and surfaces: Applications of the generalized gradient approximation for exchange and correlation
journal, September 1992
- Perdew, John P.; Chevary, J. A.; Vosko, S. H.
- Physical Review B, Vol. 46, Issue 11
Trends in CO Oxidation Rates for Metal Nanoparticles and Close-Packed, Stepped, and Kinked Surfaces
journal, May 2009
- Jiang, T.; Mowbray, D. J.; Dobrin, S.
- The Journal of Physical Chemistry C, Vol. 113, Issue 24
Accurate and simple analytic representation of the electron-gas correlation energy
journal, June 1992
- Perdew, John P.; Wang, Yue
- Physical Review B, Vol. 45, Issue 23, p. 13244-13249
Electronic factors in catalysis: the volcano curve and the effect of promotion in catalytic ammonia synthesis
journal, December 2001
- Dahl, Søren; Logadottir, Ashildur; Jacobsen, Claus J. H.
- Applied Catalysis A: General, Vol. 222, Issue 1-2
A review of multiscale modeling of metal-catalyzed reactions: Mechanism development for complexity and emergent behavior
journal, October 2011
- Salciccioli, M.; Stamatakis, M.; Caratzoulas, S.
- Chemical Engineering Science, Vol. 66, Issue 19
Identification of activity trends for CO oxidation on supported transition-metal single-atom catalysts
journal, January 2017
- Xu, Haoxiang; Xu, Cong-Qiao; Cheng, Daojian
- Catalysis Science & Technology, Vol. 7, Issue 24
Towards the computational design of solid catalysts
journal, April 2009
- Nørskov, J.; Bligaard, T.; Rossmeisl, J.
- Nature Chemistry, Vol. 1, Issue 1, p. 37-46
Improved tangent estimate in the nudged elastic band method for finding minimum energy paths and saddle points
journal, December 2000
- Henkelman, Graeme; Jónsson, Hannes
- The Journal of Chemical Physics, Vol. 113, Issue 22
A perspective on the modeling of biomass processing
journal, January 2012
- Guo, Na; Caratzoulas, Stavros; Doren, Douglas J.
- Energy & Environmental Science, Vol. 5, Issue 5
The influence of platinum crystallite size on the electroreduction of oxygen
journal, April 1989
- Watanabe, Masahiro; Sei, Haruhiko; Stonehart, Paul
- Journal of Electroanalytical Chemistry and Interfacial Electrochemistry, Vol. 261, Issue 2
Microreactor Modeling for Hydrogen Production from Ammonia Decomposition on Ruthenium
journal, June 2004
- Deshmukh, S. R.; Mhadeshwar, A. B.; Vlachos, D. G.
- Industrial & Engineering Chemistry Research, Vol. 43, Issue 12
Scaling Relations in Homogeneous Catalysis: Analyzing the Buchwald–Hartwig Amination Reaction
journal, November 2019
- Anand, Megha; Nørskov, Jens K.
- ACS Catalysis, Vol. 10, Issue 1