A review of the application of machine learning and data mining approaches in continuum materials mechanics

FE Bock, RC Aydin, CJ Cyron, N Huber… - Frontiers in …, 2019 - frontiersin.org
Machine learning tools represent key enablers for empowering material scientists and
engineers to accelerate the development of novel materials, processes and techniques. One …

Asymmetric mechanical properties and tensile behaviour prediction of aluminium alloy 5083 friction stir welding joints

D Rao, K Huber, J Heerens, JF Dos Santos… - Materials Science and …, 2013 - Elsevier
The asymmetric material flow, severe plastic deformation and thermal cycle imposed on the
base material during friction stir welding (FSW) result in unique microstructural development …

A study on XFEM simulation of tensile, fracture toughness, and fatigue crack growth behavior of Al 2024 alloy through fatigue crack growth rate models using genetic …

S Gairola, J Rengaswamy… - Fatigue & Fracture of …, 2023 - Wiley Online Library
This study aims to numerically validate and simulate the fatigue crack growth rate (FCGR),
tensile, and fracture toughness properties of T3 and T351 tempered aerospace grade Al …

Improvement of indentation technique for measuring general biaxial residual stresses in austenitic steels

R Moharrami, M Sanayei - Precision Engineering, 2020 - Elsevier
Investigations on engineering structures show that residual stresses in combination with
external loads can cause failure in loads that are less than the design threshold. Due to the …

On characterisation of local stress–strain properties in friction stir welded aluminium AA 5083 sheets using micro-tensile specimen testing and instrumented …

D Rao, J Heerens, GA Pinheiro, JF Dos Santos… - Materials Science and …, 2010 - Elsevier
Stress–strain property variations in welded joints are frequently characterized by
determining local stress–strain curves across the joint. A commonly and widely accepted …

A novel high-speed bulge test to identify the large deformation behavior of sheet metals

L Corallo, G Mirone, P Verleysen - Experimental Mechanics, 2023 - Springer
Background Despite the widespread use of quasi-static bulge tests to investigate the plastic
deformation of sheet metals, a dynamic counterpart able to provide reliable measurements …

[HTML][HTML] Numerical study of the effect of yield strain and stress ratio on the measurement accuracy of biaxial residual stress in steels using indentation

R Moharrami, M Sanayei - Journal of Materials Research and Technology, 2020 - Elsevier
Investigations into engineering structures show that residual stresses in combination with
external loads can cause failure in loads which are below the design threshold. As a result …

On the mechanical behavior at sharp indentation of materials with compressive residual stresses

PL Larsson - Materials & Design, 2011 - Elsevier
The correlation between residual stresses and the global properties, ie hardness and size of
the contact area, given by a sharp indentation test have been studied quite frequently in …

On the correlation between residual stresses and global indentation quantities: Equi-biaxial stress field

A Rydin, PL Larsson - Tribology letters, 2012 - Springer
Sharp indentation test have been studied very frequently in recent years and the
fundamental knowledge of the mechanics of such test has reached some maturity. Such …

On the determination of biaxial residual stress fields from global indentation quantities

PL Larsson - Tribology letters, 2014 - Springer
In the present study, quantitative relations for the determination of surface residual stresses,
using sharp indentation testing, are presented. The relations are based on previous results …