Combining machine learning and computational chemistry for predictive insights into chemical systems

JA Keith, V Vassilev-Galindo, B Cheng… - Chemical …, 2021 - ACS Publications
Machine learning models are poised to make a transformative impact on chemical sciences
by dramatically accelerating computational algorithms and amplifying insights available from …

[HTML][HTML] Recent developments in the PySCF program package

Q Sun, X Zhang, S Banerjee, P Bao, M Barbry… - The Journal of …, 2020 - pubs.aip.org
P y SCF is a Python-based general-purpose electronic structure platform that supports first-
principles simulations of molecules and solids as well as accelerates the development of …

All-temperature zinc batteries with high-entropy aqueous electrolyte

C Yang, J **a, C Cui, TP Pollard, J Vatamanu… - Nature …, 2023 - nature.com
Electrification of transportation and rising demand for grid energy storage continue to build
momentum around batteries across the globe. However, the supply chain of Li-ion batteries …

Compositional texture engineering for highly stable wide-bandgap perovskite solar cells

Q Jiang, J Tong, RA Scheidt, X Wang, AE Louks… - Science, 2022 - science.org
The development of highly stable and efficient wide-bandgap (WBG) perovskite solar cells
(PSCs) based on bromine-iodine (Br–I) mixed-halide perovskite (with Br greater than 20%) …

Towards linking lab and field lifetimes of perovskite solar cells

Q Jiang, R Tirawat, RA Kerner, EA Gaulding, Y **an… - Nature, 2023 - nature.com
Metal halide perovskite solar cells (PSCs) represent a promising low-cost thin-film
photovoltaic technology, with unprecedented power conversion efficiencies obtained for …

Lightweight, ultrastrong and high thermal-stable eutectic high-entropy alloys for elevated-temperature applications

M Wang, Y Lu, J Lan, T Wang, C Zhang, Z Cao, T Li… - Acta Materialia, 2023 - Elsevier
Eutectic high-entropy alloys (EHEAs) that combine the advantages of HEAs and eutectic
alloys are promising candidates for high-temperature applications. However, currently …

Ultrafiltration separation of Am (VI)-polyoxometalate from lanthanides

H Zhang, A Li, K Li, Z Wang, X Xu, Y Wang… - Nature, 2023 - nature.com
Partitioning of americium from lanthanides (Ln) present in used nuclear fuel plays a key role
in the sustainable development of nuclear energy,–. This task is extremely challenging …

All-perovskite tandem solar cells with improved grain surface passivation

R Lin, J Xu, M Wei, Y Wang, Z Qin, Z Liu, J Wu, K **ao… - Nature, 2022 - nature.com
All-perovskite tandem solar cells hold the promise of surpassing the efficiency limits of single-
junction solar cells,–; however, until now, the best-performing all-perovskite tandem solar …

Modulating adsorbed hydrogen drives electrochemical CO2-to-C2 products

J Feng, L Zhang, S Liu, L Xu, X Ma, X Tan, L Wu… - Nature …, 2023 - nature.com
Electrocatalytic CO2 reduction is a typical reaction involving two reactants (CO2 and H2O).
However, the role of H2O dissociation, which provides active* H species to multiple …

Self-repairing interphase reconstructed in each cycle for highly reversible aqueous zinc batteries

W Zhang, M Dong, K Jiang, D Yang, X Tan… - Nature …, 2022 - nature.com
Aqueous zinc (Zn) chemistry features intrinsic safety, but suffers from severe irreversibility,
as exemplified by low Coulombic efficiency, sustained water consumption and dendrite …