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 …

First-principles-based multiscale modelling of heterogeneous catalysis

A Bruix, JT Margraf, M Andersen, K Reuter - Nature Catalysis, 2019 - nature.com
First-principles-based multiscale models are ever more successful in addressing the wide
range of length and time scales over which material–function relationships evolve in …

Formation of active sites on transition metals through reaction-driven migration of surface atoms

L Xu, KG Papanikolaou, BAJ Lechner, L Je… - Science, 2023 - science.org
Adopting low-index single-crystal surfaces as models for metal nanoparticle catalysts has
been questioned by the experimental findings of adsorbate-induced formation of …

[HTML][HTML] 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 …

[HTML][HTML] Directing reaction pathways via in situ control of active site geometries in PdAu single-atom alloy catalysts

M Ouyang, KG Papanikolaou, A Boubnov… - Nature …, 2021 - nature.com
The atomic scale structure of the active sites in heterogeneous catalysts is central to their
reactivity and selectivity. Therefore, understanding active site stability and evolution under …

Engineering the interface between LiCoO 2 and Li 10 GeP 2 S 12 solid electrolytes with an ultrathin Li 2 CoTi 3 O 8 interlayer to boost the performance of all-solid …

CW Wang, FC Ren, Y Zhou, PF Yan, XD Zhou… - Energy & …, 2021 - pubs.rsc.org
Sulfide-based all-solid-state lithium-ion batteries (ASSLIBs) are promising candidates in the
next generation of energy storage technology; the voltage mismatch and the resulting side …

[HTML][HTML] Towards operando computational modeling in heterogeneous catalysis

L Grajciar, CJ Heard, AA Bondarenko… - Chemical Society …, 2018 - pubs.rsc.org
An increased synergy between experimental and theoretical investigations in
heterogeneous catalysis has become apparent during the last decade. Experimental work …

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 …

Computational design of functionalized metal–organic framework nodes for catalysis

V Bernales, MA Ortuño, DG Truhlar… - ACS Central …, 2018 - ACS Publications
Recent progress in the synthesis and characterization of metal–organic frameworks (MOFs)
has opened the door to an increasing number of possible catalytic applications. The great …

Quo vadis multiscale modeling in reaction engineering?–A perspective

GD Wehinger, M Ambrosetti, R Cheula, ZB Ding… - … Research and Design, 2022 - Elsevier
This work reports the results of a perspective workshop held in summer 2021 discussing the
current status and future needs for multiscale modeling in reaction engineering. This …