activity
20142026
most citedA Spectral Analysis Method for Automated Generation of Quantum-Accurate Interatomic Potentials

1.2k citations · 1.2k across the 5 of their papers we have counts for

collaborators
Showing cond-mat.mtrl-sciShow all

5 papers · 1 filter

cond-mat.mtrl-sci2026

Chemical short-range order controls deformation pathways in a complex concentrated alloy

Angelo F. Andreoli, Gabriela B. Ribeiro, Guilherme C. Stumpf +12

Chemical short-range order (CSRO) is an intrinsic feature of complex concentrated alloys (CCAs), yet its influence on deformation mechanisms is controversial because of the inconcl…

cond-mat.mtrl-sci2025★ 1 cited

Revealing the Hidden Third Dimension of Point Defects in Two-Dimensional MXenes

Grace Guinan, Michelle A. Smeaton, Brian C. Wyatt +6

Point defects govern many important functional properties of two-dimensional (2D) materials. However, resolving the three-dimensional (3D) arrangement of these defects in multi-lay…

cond-mat.mtrl-sci2024★ 23 cited

Describe, Transform, Machine Learning: Feature Engineering for Grain Boundaries and Other Variable-Sized Atom Clusters

C. Braxton Owens, Nithin Mathew, Tyce W. Olaveson +5

Obtaining microscopic structure-property relationships for grain boundaries are challenging because of the complex atomic structures that underlie their behavior. This has led to r…

cond-mat.mtrl-sci2021★ 29 cited

Band gap analysis and carrier localization in cation-disordered ZnGeN

Jacob J. Cordell, Garritt J. Tucker, Adele C. Tamboli +1

Cation site disorder provides a degree of freedom in the growth of ternary nitrides for tuning the technologically relevant properties of a material system. For example, the band g…

cond-mat.mtrl-sci2014★ 1.2k cited

A Spectral Analysis Method for Automated Generation of Quantum-Accurate Interatomic Potentials

Aidan P. Thompson, Laura P. Swiler, Christian R. Trott +2

We present a new interatomic potential for solids and liquids called Spectral Neighbor Analysis Potential (SNAP). The SNAP potential has a very general form and uses machine-learni…