Machine Learning

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Determination of a machine learning constitutive model from biaxial tensile test: application to thermal forming limits prediction of AA6061 sheets from shear to equi-biaxial tension
Evaluating the impact of 3D constitutive models on predictive performance of xgboost for material parameter identification
Uncertainty analysis in sheet metal forming processes: Troubleshooting with machine learning
Integrating stochastic effects and uncertainties into inverse analysis of hot bulk forging processes through automated API-driven finite element simulations and machine learning
Data driven prognosis of clinch joints in multi-material design
Optimization of friction stir welding parameters for steel joints in shipbuilding using machine learning and finite element analysis
Contour extraction for enhanced quality control: Image analysis in mechanical joining
AI supported process optimisation in a multi-material cup backward extrusion process chain
Microstructure prediction using finite element simulation and artificial neural network for extrusion of AA6XXX aluminum alloy
On the morphing behavior of 4D printed PLA-based parts
Investigation of the influence of AI-controlled process parameter adjustment on the mechanical properties of LBPF-manufactured parts
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