Experimental-numerical analysis of ductile damage modeling of aluminum alloy using a hybrid approach: ductile fracture criteria and adaptive neural-fuzzy system …

H Talebi-Ghadikolaee, H Moslemi Naeini… - … Journal of Modelling …, 2023 - Taylor & Francis
In this study, experimental investigation and numerical simulation U-bending process are
employed to construct a damage model based on ductile damage criteria. Also, an adaptive …

Predictive modeling of damage evolution and ductile fracture in bending process

H Talebi-Ghadikolaee, HM Naeini… - Materials Today …, 2022 - Elsevier
The present study aims to propose a new predictive damage model considering the stress
state and the effect of process parameters. To this end, an intelligent model founded based …

Efficient parameters identification of a modified GTN model of ductile fracture using machine learning

D Chen, Y Li, X Yang, W Jiang, L Guan - Engineering Fracture Mechanics, 2021 - Elsevier
The ductile fracture behavior of metallic materials is usually coupled with complex stress
states. In order to describe the facture behavior of metallic materials under a broad range of …

Parameter identification method of the semi-coupled fracture model for 6061 aluminium alloy sheet based on machine learning assistance

D Yao, S Pu, M Li, Y Guan, Y Duan - International Journal of Solids and …, 2022 - Elsevier
The ability to describe the fracture behaviour of materials and the difficulty of parameter
calibration are important factors for evaluating the ductile fracture criterion. To find a ductile …

An improved shear modified GTN model for ductile fracture of aluminium alloys under different stress states and its parameters identification

Z He, H Zhu, Y Hu - International Journal of Mechanical Sciences, 2021 - Elsevier
To solve the problem that the original GTN model cannot accurately simulate ductile fracture
of material under low stress triaxiality, many scholars have made shear improvement to it …

Micromechanics-based modeling of plastic and ductile fracture of aluminum alloy 2024-O

J Lee, HJ Bong, H Park, D Kim - Engineering Fracture Mechanics, 2022 - Elsevier
In this study, the plastic deformation behavior at a large strain range, as well as the ductile
damage and fracture of aluminum alloy 2024-O materials, were investigated under quasi …

Damage evolution of 6005A aluminum alloy sheet based on Gurson-Tvagaard-Needleman model: experiment and finite element simulation

H Ji, R Yao, X Huang, B Wang, X Tang, Y Liu… - Journal of Materials …, 2022 - Springer
A Gleeble-3800 thermal simulation machine was used to conduct high-temperature tensile
test on 6005A aluminum alloy at 350-450° C and a strain rate of 0.01-1 s− 1. True stress …

A shear modified GTN model based on stress degradation method for predicting ductile fracture

F Min, K Gao, X Zhang, W Wei, P Qi, X Wu… - … and Simulation in …, 2023 - iopscience.iop.org
Abstract The Gurson–Tvergaard–Needleman (GTN) model has provided a powerful
description of the nucleation growth and coalescence of micro voids, but it has limitations in …

Prediction of ductile damage evolution based on experimental data using artificial neural networks

A Schowtjak, J Gerlach, W Muhammad… - International Journal of …, 2022 - Elsevier
A model for the evolution of ductile damage in the sense of void fractions using artificial
neural networks (ANN) is proposed. In contrast to constitutive damage models, the damage …

Ductile fracture prediction of 7A62 high-strength aluminum alloy under a wide range of stress states

F Min, H Liu, D Zhou - Engineering Research Express, 2024 - iopscience.iop.org
Abstract The modified Gurson-Tvergaard-Needleman (GTN) model is employed to predict
the ductile fracture of 7A62 high-strength aluminum alloy under a wide range of stress …