55 citations · 180 across the 8 of their papers we have counts for
Showing cond-mat.mtrl-sciShow all
2 papers · 1 filter
cond-mat.mtrl-sci2022★ 55 cited
Short-range order and its impacts on the BCC NbMoTaW multi-principal element alloy by the machine-learning potential
Pedro A. Santos-Florez, Shi-Cheng Dai, Yi Yao +5
We employ a machine-learning force field, trained by a neural network (NN) with bispectrum coefficients as descriptors, to investigate the short-range order (SRO) influences on the…
cond-mat.mtrl-sci2022★ 26 cited
Size-Dependent Nucleation in Crystal Phase Transition from Machine Learning Metadynamics
Pedro A. Santos-Florez, Howard Yanxon, Byungkyun Kang +2
In this work, we present an efficient framework that combines machine learning potential (MLP) and metadynamics to explore multi-dimensional free energy surfaces for investigating…