27 citations · 43 across the 3 of their papers we have counts for
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cond-mat.mtrl-sci2022★ 5 cited
Bayesian optimization of discrete dislocation plasticity of two-dimensional precipitation hardened crystals
Mika Sarvilahti, Lasse Laurson
Discovering relationships between materials' microstructures and mechanical properties is a key goal of materials science. Here, we outline a strategy exploiting Bayesian optimizat…
cond-mat.mtrl-sci2020★ 11 cited
Machine learning depinning of dislocation pileups
Mika Sarvilahti, Audun Skaugen, Lasse Laurson
We study a one-dimensional model of a dislocation pileup driven by an external stress and interacting with random quenched disorder, focusing on predictability of the plastic defor…