Materials informatics for mechanical deformation: A review of applications and challenges

K Frydrych, K Karimi, M Pecelerowicz, R Alvarez… - Materials, 2021 - mdpi.com
In the design and development of novel materials that have excellent mechanical properties,
classification and regression methods have been diversely used across mechanical …

Exploring new links between crystal plasticity models and high-energy X-ray diffraction microscopy

PA Shade, WD Musinski, M Obstalecki… - Current Opinion in Solid …, 2019 - Elsevier
The advancement and transition of computational materials models requires corresponding
developments in experimental methods to provide new phenomenological insights as well …

Mechanical properties and deformation behaviours of submicron-sized Cu–Al single crystals

R Niu, X An, L Li, Z Zhang, YW Mai, X Liao - Acta Materialia, 2022 - Elsevier
Tuning stacking fault energy (SFE) via alloying provides a robust protocol to manipulate
deformation mechanism and consequently the mechanical properties of metallic materials …

Machine learning plastic deformation of crystals

H Salmenjoki, MJ Alava, L Laurson - Nature communications, 2018 - nature.com
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 purely …

Self–ion irradiation of high purity iron: Unveiling plasticity mechanisms through nanoindentation experiments and large-scale atomistic simulations

K Mulewska, FJ Dominguez-Gutierrez, D Kalita… - Journal of Nuclear …, 2023 - Elsevier
Ion irradiation may enhance material hardness through crystal defect nucleation and
reorganization. In this study, we examine the nanomechanical behavior of high-purity iron …

Determining the elastic–plastic properties of materials with residual stress included using nanoindentation experiments and dimensionless functions

K Wang, Q Ma, J Xu, T Liao, P Wang, R Chen… - Engineering Fracture …, 2023 - Elsevier
Residual stresses are widespread in materials and significantly affect their mechanical
properties. In this paper, with the impact of residual stress taken into account, a method was …

Propagating bands of plastic deformation in a metal alloy as critical avalanches

T Mäkinen, P Karppinen, M Ovaska, L Laurson… - Science …, 2020 - science.org
The plastic deformation of metal alloys localizes in the Portevin–Le Chatelier effect in bands
of different types, including propagating, or type “A” bands, usually characterized by their …

[HTML][HTML] Prediction of steel nanohardness by using graph neural networks on surface polycrystallinity maps

K Karimi, H Salmenjoki, K Mulewska, L Kurpaska… - Scripta Materialia, 2023 - Elsevier
Nanoscale hardness in polycrystalline metals is strongly dependent on microstructural
features that are believed to be influenced from polycrystallinity—namely, grain orientations …

A unified field theory of topological defects and non-linear local excitations

V Skogvoll, J Rønning, M Salvalaglio… - npj Computational …, 2023 - nature.com
Topological defects and smooth excitations determine the properties of systems showing
collective order. We introduce a generic non-singular field theory that comprehensively …

[HTML][HTML] Grain scale bursts of plasticity in Mg-4Zn via high energy X-rays: Towards twin observation in real-time

MR Barnett, J Wang, SR Kada, A de Vaucorbeil… - Acta Materialia, 2024 - Elsevier
The elastic-plastic transition in magnesium alloy Mg-4.5 Zn is marked by bursts of
deformation. A relatively short exposure time (44 ms) polychromatic transmission Laue …