Exploring catalytic reaction networks with machine learning
Chemical reaction networks form the heart of microkinetic models, which are one of the key
tools available for gaining detailed mechanistic insight into heterogeneous catalytic …
tools available for gaining detailed mechanistic insight into heterogeneous catalytic …
Heterogeneous catalysis
R Schlögl - Angewandte Chemie International Edition, 2015 - Wiley Online Library
A heterogeneous catalyst is a functional material that continually creates active sites with its
reactants under reaction conditions. These sites change the rates of chemical reactions of …
reactants under reaction conditions. These sites change the rates of chemical reactions of …
A practical guide to surface kinetic Monte Carlo simulations
M Andersen, C Panosetti, K Reuter - Frontiers in chemistry, 2019 - frontiersin.org
This review article is intended as a practical guide for newcomers to the field of kinetic Monte
Carlo (KMC) simulations, and specifically to lattice KMC simulations as prevalently used for …
Carlo (KMC) simulations, and specifically to lattice KMC simulations as prevalently used for …
Density functional theory in surface chemistry and catalysis
JK Nørskov, F Abild-Pedersen… - Proceedings of the …, 2011 - National Acad Sciences
Recent advances in the understanding of reactivity trends for chemistry at transition-metal
surfaces have enabled in silico design of heterogeneous catalysts in a few cases. The …
surfaces have enabled in silico design of heterogeneous catalysts in a few cases. The …
Mechanism of Methanol Synthesis on Cu through CO2 and CO Hydrogenation
LC Grabow, M Mavrikakis - Acs Catalysis, 2011 - ACS Publications
We present a comprehensive mean-field microkinetic model for the methanol synthesis and
water-gas-shift (WGS) reactions that includes novel reaction intermediates, such as formic …
water-gas-shift (WGS) reactions that includes novel reaction intermediates, such as formic …
Heterogeneous catalytic conversion of CO 2: a comprehensive theoretical review
The conversion of CO2 into fuels and useful chemicals has been intensively pursued for
renewable, sustainable and green energy. However, due to the negative adiabatic electron …
renewable, sustainable and green energy. However, due to the negative adiabatic electron …
Density functional theory for transition metals and transition metal chemistry
CJ Cramer, DG Truhlar - Physical Chemistry Chemical Physics, 2009 - pubs.rsc.org
We introduce density functional theory and review recent progress in its application to
transition metal chemistry. Topics covered include local, meta, hybrid, hybrid meta, and …
transition metal chemistry. Topics covered include local, meta, hybrid, hybrid meta, and …
Extracting knowledge from data through catalysis informatics
AJ Medford, MR Kunz, SM Ewing, T Borders… - Acs …, 2018 - ACS Publications
Catalysis informatics is a distinct subfield that lies at the intersection of cheminformatics and
materials informatics but with distinctive challenges arising from the dynamic, surface …
materials informatics but with distinctive challenges arising from the dynamic, surface …
Progress in accurate chemical kinetic modeling, simulations, and parameter estimation for heterogeneous catalysis
Chemical kinetic modeling in heterogeneous catalysis is advancing in its ability to provide
qualitatively or even quantitatively accurate prediction of real-world behavior because of …
qualitatively or even quantitatively accurate prediction of real-world behavior because of …
A review of multiscale modeling of metal-catalyzed reactions: Mechanism development for complexity and emergent behavior
M Salciccioli, M Stamatakis, S Caratzoulas… - Chemical Engineering …, 2011 - Elsevier
We review and provide a perspective on multiscale modeling of catalytic reactions with
emphasis on mechanism development and application to complex and emergent systems …
emphasis on mechanism development and application to complex and emergent systems …