activity
20162026
most citedRecent Advances and Applications of Deep Learning Methods in Materials Science

1.2k citations · 4.5k across the 51 of their papers we have counts for

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Showing 2020Show all

5 papers · 1 filter

cond-mat.mtrl-sci2020

Database of Wannier Tight-binding Hamiltonians using High-throughput Density Functional Theory

Kevin F. Garrity, Kamal Choudhary

We develop a computational workflow for high-throughput Wannierization of density functional theory (DFT) based electronic band structure calculations. We apply this workflow to 17…

cond-mat.mtrl-sci2020★ 538 cited

The Joint Automated Repository for Various Integrated Simulations (JARVIS) for data-driven materials design

Kamal Choudhary, Kevin F. Garrity, Andrew C. E. Reid +25

The Joint Automated Repository for Various Integrated Simulations (JARVIS) is an integrated infrastructure to accelerate materials discovery and design using density functional the…

cond-mat.mtrl-sci2020★ 28 cited

Density Functional Theory based Electric Field Gradient Database

Kamal Choudhary, Jaafar N. Ansari, Igor I. Mazin +1

The deviation of the electron density around the nuclei from spherical symmetry determines the electric field gradient (EFG), which can be measured by various types of spectroscopy…

cond-mat.mtrl-sci2020★ 53 cited

Efficient Computational Design of 2D van der Waals Heterostructures: Band-Alignment, Lattice-Mismatch, Web-app Generation and Machine-learning

Kamal Choudhary, Kevin F Garrity, Steven T. Hartman +2

We develop a computational database, web-apps, and machine-learning (ML) models to accelerate the design and discovery of two-dimensional (2D)-heterostructures. Using density funct…

cond-mat.mtrl-sci2020★ 46 cited

Computational Search for Magnetic and Non-magnetic 2D Topological Materials using Unified Spin-orbit Spillage Screening

Kamal Choudhary, Kevin F. Garrity, Jie Jiang +2

Two-dimensional topological materials (TMs) have a variety of properties that make them attractive for applications including spintronics and quantum computation. However, there ar…