From DFT to machine learning: recent approaches to materials science–a review
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 …
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
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 …
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
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 …
discovery of new functional materials for many applications including photovoltaics and …
Structure prediction drives materials discovery
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 …
reliable quantum-mechanical approaches to crystal structure prediction. The properties of a …
Nanostructured metal hydrides for hydrogen storage
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 …
materials at the nanoscale is one of the key scientific challenges toward a sustainable …
New developments in evolutionary structure prediction algorithm USPEX
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 …
prediction and its adaptation to cluster structure prediction. We show how to generate …
Pressure-induced metallization of dense (H2S)2H2 with high-Tc superconductivity
The high pressure structures, metallization and superconductivity of recently synthesized H2-
containing compounds (H2S) 2H2 are elucidated by ab initio calculations. The ordered …
containing compounds (H2S) 2H2 are elucidated by ab initio calculations. The ordered …
Microscopic theory of hardness and design of novel superhard crystals
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 …
a material to indentation. The current review presents three most popular microscopic …
Anomalous High‐Temperature Superconductivity in YH6
Pressure‐stabilized hydrides are a new rapidly growing class of high‐temperature
superconductors, which is believed to be described within the conventional phonon …
superconductors, which is believed to be described within the conventional phonon …
Superconductivity at 253 K in lanthanum–yttrium ternary hydrides
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 …
hydrides obtained at pressures of 170–196 GPa via the laser heating of P6 3/mmc La–Y …