From DFT to machine learning: recent approaches to materials science–a review

GR Schleder, ACM Padilha, CM Acosta… - Journal of Physics …, 2019 - iopscience.iop.org
Recent advances in experimental and computational methods are increasing the quantity
and complexity of generated data. This massive amount of raw data needs to be stored and …

A critical review of machine learning of energy materials

C Chen, Y Zuo, W Ye, X Li, Z Deng… - Advanced Energy …, 2020 - Wiley Online Library
Abstract Machine learning (ML) is rapidly revolutionizing many fields and is starting to
change landscapes for physics and chemistry. With its ability to solve complex tasks …

New tolerance factor to predict the stability of perovskite oxides and halides

CJ Bartel, C Sutton, BR Goldsmith, R Ouyang… - Science …, 2019 - science.org
Predicting the stability of the perovskite structure remains a long-standing challenge for the
discovery of new functional materials for many applications including photovoltaics and …

Structure prediction drives materials discovery

AR Oganov, CJ Pickard, Q Zhu, RJ Needs - Nature Reviews Materials, 2019 - nature.com
Progress in the discovery of new materials has been accelerated by the development of
reliable quantum-mechanical approaches to crystal structure prediction. The properties of a …

Nanostructured metal hydrides for hydrogen storage

A Schneemann, JL White, SY Kang, S Jeong… - Chemical …, 2018 - ACS Publications
Knowledge and foundational understanding of phenomena associated with the behavior of
materials at the nanoscale is one of the key scientific challenges toward a sustainable …

New developments in evolutionary structure prediction algorithm USPEX

AO Lyakhov, AR Oganov, HT Stokes, Q Zhu - Computer Physics …, 2013 - Elsevier
We present new developments of the evolutionary algorithm USPEX for crystal structure
prediction and its adaptation to cluster structure prediction. We show how to generate …

Pressure-induced metallization of dense (H2S)2H2 with high-Tc superconductivity

D Duan, Y Liu, F Tian, D Li, X Huang, Z Zhao, H Yu… - Scientific reports, 2014 - nature.com
The high pressure structures, metallization and superconductivity of recently synthesized H2-
containing compounds (H2S) 2H2 are elucidated by ab initio calculations. The ordered …

Microscopic theory of hardness and design of novel superhard crystals

Y Tian, B Xu, Z Zhao - International Journal of Refractory Metals and Hard …, 2012 - Elsevier
Hardness can be defined microscopically as the combined resistance of chemical bonds in
a material to indentation. The current review presents three most popular microscopic …

Anomalous High‐Temperature Superconductivity in YH6

IA Troyan, DV Semenok, AG Kvashnin… - Advanced …, 2021 - Wiley Online Library
Pressure‐stabilized hydrides are a new rapidly growing class of high‐temperature
superconductors, which is believed to be described within the conventional phonon …

Superconductivity at 253 K in lanthanum–yttrium ternary hydrides

DV Semenok, IA Troyan, AG Ivanova, AG Kvashnin… - Materials Today, 2021 - Elsevier
Here we report the high-pressure synthesis of a series of lanthanum–yttrium ternary
hydrides obtained at pressures of 170–196 GPa via the laser heating of P6 3/mmc La–Y …