Accelerated chemical science with AI

S Back, A Aspuru-Guzik, M Ceriotti, G Gryn'ova… - Digital …, 2024 - pubs.rsc.org
In light of the pressing need for practical materials and molecular solutions to renewable
energy and health problems, to name just two examples, one wonders how to accelerate …

Rise of machine learning potentials in heterogeneous catalysis: Developments, applications, and prospects

S Choung, W Park, J Moon, JW Han - Chemical Engineering Journal, 2024 - Elsevier
The urgency of tackling climate change is driving a global shift towards renewable sources
of energy, with a growing contribution from alternative energy sources such as solar, wind …

Graph Neural Network-Accelerated Multitasking Genetic Algorithm for Optimizing PdxTi1–xHy Surfaces under Various CO2 Reduction Reaction Conditions

C Ai, S Han, X Yang, T Vegge… - ACS Applied Materials & …, 2024 - ACS Publications
Palladium (Pd) hydride-based catalysts have been reported to have excellent performance
in the CO2 reduction reaction (CO2RR) and hydrogen evolution reaction (HER). Our …

Surface coverage and reconstruction analyses bridge the correlation between structure and activity for electrocatalysis

Z Guo, T Wang, J Xu, A Cao, H Li - Chemical Communications, 2024 - pubs.rsc.org
Electrocatalysis is key to realizing a sustainable future for our society. However, the complex
interface between electrocatalysts and electrolytes presents an ongoing challenge in …

Electrowinning for room-temperature ironmaking: Mapping the electrochemical aqueous iron interface

L Kavalsky, V Viswanathan - The Journal of Physical Chemistry C, 2024 - ACS Publications
A promising route toward room-temperature ironmaking is electrowinning, where iron ore
dissolution is coupled with cation electrodeposition to grow pure iron. However, poor …

A combined first-principles and data-driven computational framework to analyze the surface structure, composition, and stability of binary alloy catalysts

G Deshmukh, P Ghanekar… - The Journal of Physical …, 2024 - ACS Publications
Pt-based bimetallic alloys are considerably more active than Pt in the oxygen reduction
reaction (ORR). This increased activity has been attributed to the weakening of the …