Data‐Driven Materials Innovation and Applications

Z Wang, Z Sun, H Yin, X Liu, J Wang, H Zhao… - Advanced …, 2022 - Wiley Online Library
Owing to the rapid developments to improve the accuracy and efficiency of both
experimental and computational investigative methodologies, the massive amounts of data …

Big data in a nano world: a review on computational, data-driven design of nanomaterials structures, properties, and synthesis

RX Yang, CA McCandler, O Andriuc, M Siron… - ACS …, 2022 - ACS Publications
The recent rise of computational, data-driven research has significant potential to accelerate
materials discovery. Automated workflows and materials databases are being rapidly …

Wannier90 as a community code: new features and applications

G Pizzi, V Vitale, R Arita, S Blügel… - Journal of Physics …, 2020 - iopscience.iop.org
W annier90 is an open-source computer program for calculating maximally-localised
Wannier functions (MLWFs) from a set of Bloch states. It is interfaced to many widely used …

Electron–phonon physics from first principles using the EPW code

H Lee, S Poncé, K Bushick, S Hajinazar… - npj Computational …, 2023 - nature.com
EPW is an open-source software for ab initio calculations of electron–phonon interactions
and related materials properties. The code combines density functional perturbation theory …

AiiDA 1.0, a scalable computational infrastructure for automated reproducible workflows and data provenance

SP Huber, S Zoupanos, M Uhrin, L Talirz, L Kahle… - Scientific data, 2020 - nature.com
The ever-growing availability of computing power and the sustained development of
advanced computational methods have contributed much to recent scientific progress …

TB2J: A python package for computing magnetic interaction parameters

X He, N Helbig, MJ Verstraete, E Bousquet - Computer Physics …, 2021 - Elsevier
We present TB2J, a Python package for the automatic computation of magnetic interactions,
including exchange and Dzyaloshinskii–Moriya, between atoms of magnetic crystals from …

High performance Wannier interpolation of Berry curvature and related quantities with WannierBerri code

SS Tsirkin - npj Computational Materials, 2021 - nature.com
Wannier interpolation is a powerful tool for performing Brillouin zone integrals over dense
grids of k points, which are essential to evaluate such quantities as the intrinsic anomalous …

Crystal net catalog of model flat band materials

PM Neves, JP Wakefield, S Fang, H Nguyen… - npj Computational …, 2024 - nature.com
Flat band systems are currently under intense investigation in quantum materials, optical
lattices, and metamaterials. These efforts are motivated by potential realization of strongly …

Shared metadata for data-centric materials science

LM Ghiringhelli, C Baldauf, T Bereau, S Brockhauser… - Scientific Data, 2023 - nature.com
The expansive production of data in materials science, their widespread sharing and
repurposing requires educated support and stewardship. In order to ensure that this need …

Thermoelectrics by computational design: Progress and opportunities

B Kozinsky, DJ Singh - Annual Review of Materials Research, 2021 - annualreviews.org
The performance of thermoelectric materials is determined by their electrical and thermal
transport properties that are very sensitive to small modifications of composition and …