Exploring catalytic reaction networks with machine learning

JT Margraf, H Jung, C Scheurer, K Reuter - Nature Catalysis, 2023 - nature.com
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 …

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 …

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 …

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 …

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 …

Heterogeneous catalytic conversion of CO 2: a comprehensive theoretical review

Y Li, SH Chan, Q Sun - Nanoscale, 2015 - pubs.rsc.org
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 …

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 …

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 …

Progress in accurate chemical kinetic modeling, simulations, and parameter estimation for heterogeneous catalysis

S Matera, WF Schneider, A Heyden, A Savara - Acs Catalysis, 2019 - ACS Publications
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 …

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 …