Issue 8, 2025

CO2 hydrogenation on Ni(111): microkinetic modelling vs. kinetic Monte Carlo simulations – choosing the right approach for unravelling reaction kinetics

Abstract

While density functional theory (DFT) provides a very helpful tool for the microscopic domain, kinetic methods that study the evolution of the system with time are needed for the complete study of catalytic systems normally including complex reaction networks. Herein, we study the complex CO2 hydrogenation reaction over Ni(111) under different catalytic conditions by means of two kinetic methods, namely kinetic Monte Carlo (kMC) and Microkinetic Modelling (MkM) simulations. Predictions on relevant macroscopic magnitudes such as turnover frequencies and coverages have been obtained from analysing the two kinetic approaches. Moreover, the reaction mechanisms have been analysed scrutinizing where the differences between the two methods come from. The simulations suggest that, for systems with low coverage of adsorbed species, the MkM approach is a very suitable option. It provides results very similar to those of the more complex kMC simulations but with significantly lower computational cost. Nevertheless, for a deeper understanding of the system's behaviour, spatially resolved kMC simulations are a better choice. Precisely, the use of kMC simulations is of paramount importance when dealing with systems with high coverages in which adsorbate–adsorbate interactions and the topological arrangement of the adsorbates are more influential. MkM simulations that include a lateral potential yield results that align more closely with those of kMC. However, the local considerations in kMC lead to differences in macroscopic properties and reaction mechanisms. These findings are likely applicable to other catalytic systems and aim to guide theoreticians in selecting the most suitable kinetic approach.

Graphical abstract: CO2 hydrogenation on Ni(111): microkinetic modelling vs. kinetic Monte Carlo simulations – choosing the right approach for unravelling reaction kinetics

Supplementary files

Transparent peer review

To support increased transparency, we offer authors the option to publish the peer review history alongside their article.

View this article’s peer review history

Article information

Article type
Paper
Submitted
03 Apr 2025
Accepted
22 May 2025
First published
30 May 2025
This article is Open Access
Creative Commons BY license

RSC Sustainability, 2025,3, 3499-3512

CO2 hydrogenation on Ni(111): microkinetic modelling vs. kinetic Monte Carlo simulations – choosing the right approach for unravelling reaction kinetics

A. Gracia, P. Lozano-Reis, F. Huarte-Larrañaga, P. Gamallo and R. Sayós, RSC Sustainability, 2025, 3, 3499 DOI: 10.1039/D5SU00240K

This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. You can use material from this article in other publications without requesting further permissions from the RSC, provided that the correct acknowledgement is given.

Read more about how to correctly acknowledge RSC content.

Social activity

Spotlight

Advertisements