36 citations · 36 across the 1 of their papers we have counts for
2 papers
cond-mat.mtrl-sci2020★ 36 cited
Atomistic Structure Learning Algorithm with surrogate energy model relaxation
Henrik Lund Mortensen, Søren Ager Meldgaard, Malthe Kjær Bisbo +2
The recently proposed Atomistic Structure Learning Algorithm (ASLA) builds on neural network enabled image recognition and reinforcement learning. It enables fully autonomous struc…
physics.chem-ph2019
Efficient global structure optimization with a machine learned surrogate model
Malthe K. Bisbo, Bjørk Hammer
We propose a scheme for global optimization with first-principles energy expressions (GOFEE) of atomistic structure. While unfolding its search, the method actively learns a surrog…