activity
20182021
most citedMachine learning plastic deformation of crystals

102 citations · 126 across the 3 of their papers we have counts for

collaborators

5 papers

cond-mat.mtrl-sci20215 cited

Avalanche correlations and stress-strain curves in discrete dislocation plasticity

Henri Salmenjoki, Lasse Laurson, Mikko J. Alava

The sequence of deformation bursts during plastic deformation exhibits scale-free features. In addition to the burst or avalanche sizes and the rate of avalanches the process is ch…

cond-mat.mtrl-sci2020

Probing the transition from dislocation jamming to pinning by machine learning

Henri Salmenjoki, Lasse Laurson, Mikko J. Alava

Collective motion of dislocations is governed by the obstacles they encounter. In pure crystals, dislocations form complex structures as they become jammed by their anisotropic she…

cond-mat.mtrl-sci202019 cited

Plastic yielding and deformation bursts in the presence of disorder from coherent precipitates

Henri Salmenjoki, Arttu Lehtinen, Lasse Laurson +1

Alloying metals with other elements is often done to improve the material strength or hardness. A key microscopic mechanism is precipitation hardening, where precipitates impede di…

cond-mat.dis-nn2020102 cited

Machine learning plastic deformation of crystals

Henri Salmenjoki, Mikko J. Alava, Lasse Laurson

Plastic deformation of micron-scale crystalline solids exhibits stress-strain curves with significant sample-to-sample variations. It is a pertinent question if this variability is…

physics.comp-ph2018

Mimicking complex dislocation dynamics by interaction networks

Henri Salmenjoki, Mikko J. Alava, Lasse Laurson

Two-dimensional discrete dislocation models exhibit complex dynamics in relaxation and under external loading. This is manifested both in the time-dependent velocities of individua…