Exploring chemical compound space with quantum-based machine learning

OA von Lilienfeld, KR Müller… - Nature Reviews Chemistry, 2020 - nature.com
Rational design of compounds with specific properties requires understanding and fast
evaluation of molecular properties throughout chemical compound space—the huge set of …

Inverse design in search of materials with target functionalities

A Zunger - Nature Reviews Chemistry, 2018 - nature.com
Solid-state chemists have been consistently successful in envisioning and making new
compounds, often enlisting the tools of theoretical solid-state physics to explain some of the …

The high-throughput highway to computational materials design

S Curtarolo, GLW Hart, MB Nardelli, N Mingo… - Nature materials, 2013 - nature.com
High-throughput computational materials design is an emerging area of materials science.
By combining advanced thermodynamic and electronic-structure methods with intelligent …

The XtalOpt evolutionary algorithm for crystal structure prediction

Z Falls, P Avery, X Wang, KP Hilleke… - The Journal of Physical …, 2020 - ACS Publications
Significant progress has been made in the field of a priori crystal structure prediction, with a
number of recent remarkable success stories. Herein, we briefly outline the methods that …

Hydrogen bonding and stability of hybrid organic–inorganic perovskites

F El‐Mellouhi, A Marzouk, ET Bentria… - …, 2016 - Wiley Online Library
In the past few years, the efficiency of solar cells based on hybrid organic–inorganic
perovskites has exceeded the level needed for commercialization. However, existing …

Bayesian inference of atomistic structure in functional materials

M Todorović, MU Gutmann, J Corander… - Npj computational …, 2019 - nature.com
Tailoring the functional properties of advanced organic/inorganic heterogeneous devices to
their intended technological applications requires knowledge and control of the microscopic …

Predicting crystal structures and properties of matter under extreme conditions via quantum mechanics: the pressure is on

E Zurek, W Grochala - Physical Chemistry Chemical Physics, 2015 - pubs.rsc.org
Experimental studies of compressed matter are now routinely conducted at pressures
exceeding 1 mln atm (100 GPa) and occasionally at pressures greater than 10 mln atm (1 …

First principles view on chemical compound space: Gaining rigorous atomistic control of molecular properties

OA Von Lilienfeld - International Journal of Quantum Chemistry, 2013 - Wiley Online Library
A well‐defined notion of chemical compound space (CCS) is essential for gaining rigorous
control of properties through variation of elemental composition and atomic configurations …

[HTML][HTML] Enhancing crystal structure prediction by decomposition and evolution schemes based on graph theory

H Gao, J Wang, Y Han, J Sun - Fundamental Research, 2021 - Elsevier
Crystal structure prediction algorithms have become powerful tools for materials discovery in
recent years, however, they are usually limited to relatively small systems. The main …

Computational materials discovery: the case of the W–B system

XY Cheng, XQ Chen, DZ Li, YY Li - Acta Crystallographica Section C …, 2014 - scripts.iucr.org
By means of variable-compositional evolutionary algorithms, in combination with first-
principles calculations, the compositions, structures and mechanical properties of the W–B …