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 …

Advanced catalytic ozonation for degradation of pharmaceutical pollutants―A review

E Issaka, JNO Amu-Darko, S Yakubu, FO Fapohunda… - Chemosphere, 2022 - Elsevier
Various chemical treatment techniques are involved in removing refractory organic
compounds from water and wastewater using the oxidation reaction of hydroxyl radicals (• …

Computational methods in heterogeneous catalysis

BWJ Chen, L Xu, M Mavrikakis - Chemical Reviews, 2020 - ACS Publications
The unprecedented ability of computations to probe atomic-level details of catalytic systems
holds immense promise for the fundamentals-based bottom-up design of novel …

Machine learning for catalysis informatics: recent applications and prospects

T Toyao, Z Maeno, S Takakusagi, T Kamachi… - Acs …, 2019 - ACS Publications
The discovery and development of catalysts and catalytic processes are essential
components to maintaining an ecological balance in the future. Recent revolutions made in …

Implicit solvation methods for catalysis at electrified interfaces

S Ringe, NG Hormann, H Oberhofer… - Chemical Reviews, 2021 - ACS Publications
Implicit solvation is an effective, highly coarse-grained approach in atomic-scale simulations
to account for a surrounding liquid electrolyte on the level of a continuous polarizable …

Machine learning assisted high-throughput screening of transition metal single atom based superb hydrogen evolution electrocatalysts

M Umer, S Umer, M Zafari, M Ha, R Anand… - Journal of Materials …, 2022 - pubs.rsc.org
Carbon-based transition metal (TM) single-atom catalysts (SACs) have shown great
potential toward electrochemical water splitting and H2 production. Given that two …

An efficient and durable anode for ammonia protonic ceramic fuel cells

H Zhang, Y Zhou, K Pei, Y Pan, K Xu, Y Ding… - Energy & …, 2022 - pubs.rsc.org
Ammonia protonic ceramic fuel cells (PCFCs) have the potential to be a highly efficient
power source with high energy density. However, the inadequate catalytic activity of the …