55 citations · 180 across the 8 of their papers we have counts for
4 papers · 1 filter
MLExchange: A web-based platform enabling exchangeable machine learning workflows for scientific studies
Zhuowen Zhao, Tanny Chavez, Elizabeth A. Holman +14
Machine learning (ML) algorithms are showing a growing trend in helping the scientific communities across different disciplines and institutions to address large and diverse data p…
Artifact Identification in X-ray Diffraction Data using Machine Learning Methods
Howard Yanxon, James Weng, Hannah Parraga +3
The in situ synchrotron high-energy X-ray powder diffraction (XRD) technique is highly utilized by researchers to analyze the crystallographic structures of materials in functional…
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…
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…