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 …

[HTML][HTML] A perspective on conventional high-temperature superconductors at high pressure: Methods and materials

JA Flores-Livas, L Boeri, A Sanna, G Profeta, R Arita… - Physics Reports, 2020 - Elsevier
Two hydrogen-rich materials, H 3 S and LaH 10, synthesized at megabar pressures, have
revolutionized the field of condensed matter physics providing the first glimpse to the …

Materials discovery at high pressures

L Zhang, Y Wang, J Lv, Y Ma - Nature Reviews Materials, 2017 - nature.com
Pressure is a fundamental thermodynamic variable that can be used to control the properties
of materials, because it reduces interatomic distances and profoundly modifies electronic …

Computational predictions of energy materials using density functional theory

A Jain, Y Shin, KA Persson - Nature Reviews Materials, 2016 - nature.com
In the search for new functional materials, quantum mechanics is an exciting starting point.
The fundamental laws that govern the behaviour of electrons have the possibility, at the …

Solids, liquids, and gases under high pressure

HK Mao, XJ Chen, Y Ding, B Li, L Wang - Reviews of Modern Physics, 2018 - APS
Pressure has long been recognized as a fundamental thermodynamic variable but its
application was previously limited by the available pressure vessels and probes. The …

Lightweight foam-like nitrogen-doped carbon nanotube complex achieving highly efficient electromagnetic wave absorption

Z Li, J Liang, Z Wei, X Cao, J Shan, C Li, X Chen… - Journal of Materials …, 2024 - Elsevier
With the increased electromagnetic wave (EMW) threat to military and human health, the
development of EMW-absorbing materials is crucial. Metal-organic framework derivatives …

Chemistry under high pressure

M Miao, Y Sun, E Zurek, H Lin - Nature Reviews Chemistry, 2020 - nature.com
Thanks to the development of experimental high-pressure techniques and methods for
crystal-structure prediction based on quantum mechanics, in the past decade, numerous …

Superconductive sodalite-like clathrate calcium hydride at high pressures

H Wang, JS Tse, K Tanaka, T Iitaka, Y Ma - Proceedings of the National …, 2012 - pnas.org
Hydrogen-rich compounds hold promise as high-temperature superconductors under high
pressures. Recent theoretical hydride structures on achieving high-pressure …

How Evolutionary Crystal Structure Prediction Works and Why

AR Oganov, AO Lyakhov, M Valle - Accounts of chemical …, 2011 - ACS Publications
Once the crystal structure of a chemical substance is known, many properties can be
predicted reliably and routinely. Therefore if researchers could predict the crystal structure of …

Ab‐initio simulations of materials using VASP: Density‐functional theory and beyond

J Hafner - Journal of computational chemistry, 2008 - Wiley Online Library
During the past decade, computer simulations based on a quantum‐mechanical description
of the interactions between electrons and between electrons and atomic nuclei have …