[HTML][HTML] Addressing complexity in catalyst design: From volcanos and scaling to more sophisticated design strategies

SM Stratton, S Zhang, MM Montemore - Surface Science Reports, 2023 - Elsevier
Volcano plots and scaling relations are commonly used to design catalysts and understand
catalytic behavior. These plots are a useful tool due to their robust and simple analysis of …

Free-atom-like d states beyond the dilute limit of single-atom alloys

AS Rosen, S Vijay, KA Persson - Chemical Science, 2023 - pubs.rsc.org
Through a data-mining and high-throughput density functional theory approach, we identify
a diverse range of metallic compounds that are predicted to have transition metals with “free …

Bayesian optimization of single-atom alloys and other bimetallics: efficient screening for alkane transformations, CO 2 reduction, and hydrogen evolution

GO Kayode, AF Hill, MM Montemore - Journal of Materials Chemistry A, 2023 - pubs.rsc.org
Single-atom alloys form an important class of material that has shown great potential in
maximizing the use of rare and expensive metals in catalysis due to their high catalytic …

Tuning reactivity in trimetallic dual-atom alloys: molecular-like electronic states and ensemble effects

S Zhang, ECH Sykes, MM Montemore - Chemical Science, 2022 - pubs.rsc.org
Single-atom alloys (SAAs) have drawn significant attention in recent years due to their
excellent catalytic properties. Controlling the geometry and electronic structure of this type of …

Latent Variable Machine Learning Framework for Catalysis: General Models, Transfer Learning, and Interpretability

GO Kayode, MM Montemore - JACS Au, 2023 - ACS Publications
Machine learning has been successfully applied in recent years to screen materials for a
variety of applications. However, despite recent advances, most screening-based machine …

Hydrogen adsorption on fcc metal surfaces towards the rational design of electrode materials

CM Lousada, AM Kotasthane - Scientific Reports, 2024 - nature.com
The successful large-scale implementation of hydrogen as an energy vector requires high
performance electrodes and catalysts made of abundant materials. Rational materials …