Concepedia

James Chapman

JC

15

Publications

1.1K

Citations

12

H-Index

1921

Active since

Affiliations

Georgia Institute of Technology(Current)

Lawrence Livermore National Laboratory

University of Connecticut

Los Alamos National Laboratory

Boston University

James Chapman is an author at Georgia Institute of Technology specializing in engineering, materials science, and physics.

Top concepts

EngineeringMaterial SciencePhysicsMachine LearningNatural SciencesNumerical SimulationMechanicsComputational ChemistryChemistryData Science

Publications per year

1921–2024

15

Publications

15

Machine Learning Force Fields: Construction, Validation, and Outlook

Venkatesh Botu, Rohit Batra, James Chapman et al. · The Journal of Physical Chemistry C · 2016 · 508 citations

Artificial Intelligence, Engineering, Machine Learning +29

A universal strategy for the creation of machine learning-based atomistic force fields

Tran Doan Huan, Rohit Batra, James Chapman et al. · npj Computational Materials · 2017 · 236 citations · Full text

Engineering, Machine Learning, Machine Learning Tool +20

Hydriding of titanium: Recent trends and perspectives in advanced characterization and multiscale modeling

Yakun Zhu, Tae Wook Heo, Jennifer N. Rodriguez et al. · Current Opinion in Solid State and Materials Science · 2022 · 55 citations · Full text

General Atomic Neighborhood Fingerprint for Machine Learning-Based Methods

Rohit Batra, Tran Doan Huan, Chiho Kim et al. · The Journal of Physical Chemistry C · 2019 · 49 citations

Point Defects, Machine Learning, Engineering +22

A study of adatom ripening on an Al (1 1 1) surface with machine learning force fields

Venkatesh Botu, James Chapman, Rampi Ramprasad · Computational Materials Science · 2017 · 36 citations

Materials Science, Surface Characterization, Engineering +7

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