Bimetallic sites for catalysis: from binuclear metal sites to bimetallic nanoclusters and nanoparticles

L Liu, A Corma - Chemical Reviews, 2023 - ACS Publications
Heterogeneous bimetallic catalysts have broad applications in industrial processes, but
achieving a fundamental understanding on the nature of the active sites in bimetallic …

Machine learning for electrocatalyst and photocatalyst design and discovery

H Mai, TC Le, D Chen, DA Winkler… - Chemical …, 2022 - ACS Publications
Electrocatalysts and photocatalysts are key to a sustainable future, generating clean fuels,
reducing the impact of global warming, and providing solutions to environmental pollution …

Single-atom alloy catalysis

RT Hannagan, G Giannakakis… - Chemical …, 2020 - ACS Publications
Single-atom alloys (SAAs) play an increasingly significant role in the field of single-site
catalysis and are typically composed of catalytically active elements atomically dispersed in …

In Situ/Operando Electrocatalyst Characterization by X-ray Absorption Spectroscopy

J Timoshenko, B Roldan Cuenya - Chemical reviews, 2020 - ACS Publications
During the last decades, X-ray absorption spectroscopy (XAS) has become an
indispensable method for probing the structure and composition of heterogeneous catalysts …

Synthesis, structure, properties, and applications of bimetallic nanoparticles of noble metals

K Loza, M Heggen, M Epple - Advanced functional materials, 2020 - Wiley Online Library
Bimetallic nanoparticles of noble metals are of high interest in imaging, biomedical devices,
including nanomedicine, and heterogeneous catalysis. Synthesis, properties …

Confining isolated atoms and clusters in crystalline porous materials for catalysis

L Liu, A Corma - Nature Reviews Materials, 2021 - nature.com
Abstract Structure–reactivity relationships for nanoparticle-based catalysts have been
greatly influenced by the study of catalytic materials with either supported isolated metal …

Tracking the Evolution of Single-Atom Catalysts for the CO2 Electrocatalytic Reduction Using Operando X-ray Absorption Spectroscopy and Machine Learning

A Martini, D Hursán, J Timoshenko… - Journal of the …, 2023 - ACS Publications
Transition metal-nitrogen-doped carbons (TMNCs) are a promising class of catalysts for the
CO2 electrochemical reduction reaction. In particular, high CO2-to-CO conversion activities …

Dilute alloys based on Au, Ag, or Cu for efficient catalysis: from synthesis to active sites

JD Lee, JB Miller, AV Shneidman, L Sun… - Chemical …, 2022 - ACS Publications
The development of new catalyst materials for energy-efficient chemical synthesis is critical
as over 80% of industrial processes rely on catalysts, with many of the most energy-intensive …

Deep learning meets nanophotonics: a generalized accurate predictor for near fields and far fields of arbitrary 3D nanostructures

PR Wiecha, OL Muskens - Nano letters, 2019 - ACS Publications
Deep artificial neural networks are powerful tools with many possible applications in
nanophotonics. Here, we demonstrate how a deep neural network can be used as a fast …

How machine learning can accelerate electrocatalysis discovery and optimization

SN Steinmann, Q Wang, ZW Seh - Materials Horizons, 2023 - pubs.rsc.org
Advances in machine learning (ML) provide the means to bypass bottlenecks in the
discovery of new electrocatalysts using traditional approaches. In this review, we highlight …