5 citations · 10 across the 5 of their papers we have counts for
Showing 2016Show all
2 papers · 1 filter
cond-mat.mtrl-sci2016★ 1 cited
Machine learning force fields: Construction, validation, and outlook
Venkatesh Botu, Rohit Batra, James Chapman +1
Force fields developed with machine learning methods in tandem with quantum mechanics are beginning to find merit, given their (i) low cost, (ii) accuracy, and (iii) versatility. R…
cond-mat.mtrl-sci2016★ 2 cited
A study of adatom ripening on an Al (111) surface with machine learning force fields
Venkatesh Botu, James Chapman, Rampi Ramprasad
Surface phenomena are increasingly becoming important in exploring nanoscale materials growth and characterization. Consequently, the need for atomistic based simulations is increa…