Graph neural networks for materials science and chemistry

P Reiser, M Neubert, A Eberhard, L Torresi… - Communications …, 2022 - nature.com
Abstract Machine learning plays an increasingly important role in many areas of chemistry
and materials science, being used to predict materials properties, accelerate simulations …

Materials for solar fuels and chemicals

JH Montoya, LC Seitz, P Chakthranont, A Vojvodic… - Nature materials, 2017 - nature.com
The conversion of sunlight into fuels and chemicals is an attractive prospect for the storage
of renewable energy, and photoelectrocatalytic technologies represent a pathway by which …

[HTML][HTML] Commentary: The Materials Project: A materials genome approach to accelerating materials innovation

A Jain, SP Ong, G Hautier, W Chen, WD Richards… - APL materials, 2013 - pubs.aip.org
Accelerating the discovery of advanced materials is essential for human welfare and
sustainable, clean energy. In this paper, we introduce the Materials Project (www …

Activating lattice oxygen redox reactions in metal oxides to catalyse oxygen evolution

A Grimaud, O Diaz-Morales, B Han, WT Hong… - Nature …, 2017 - nature.com
Understanding how materials that catalyse the oxygen evolution reaction (OER) function is
essential for the development of efficient energy-storage technologies. The traditional …

Data‐driven materials science: status, challenges, and perspectives

L Himanen, A Geurts, AS Foster, P Rinke - Advanced Science, 2019 - Wiley Online Library
Data‐driven science is heralded as a new paradigm in materials science. In this field, data is
the new resource, and knowledge is extracted from materials datasets that are too big or …

Photocatalytic Z‐Scheme Overall Water Splitting: Recent Advances in Theory and Experiments

J Abdul Nasir, A Munir, N Ahmad, T Haq… - Advanced …, 2021 - Wiley Online Library
Photocatalytic water splitting is considered one of the most important and appealing
approaches for the production of green H2 to address the global energy demand. The …

Unraveling Sequential Oxidation Kinetics and Determining Roles of Multi-Cobalt Active Sites on Co3O4 Catalyst for Water Oxidation

W Kang, R Wei, H Yin, D Li, Z Chen… - Journal of the …, 2023 - ACS Publications
The multi-redox mechanism involving multi-sites has great implications to dictate the
catalytic water oxidation. Understanding the sequential dynamics of multi-steps in oxygen …

Develo** sustainable, high-performance perovskites in photocatalysis: design strategies and applications

H Mai, D Chen, Y Tachibana, H Suzuki, R Abe… - Chemical Society …, 2021 - pubs.rsc.org
Solar energy is attractive because it is free, renewable, abundant and sustainable.
Photocatalysis is one of the feasible routes to utilize solar energy for the degradation of …