Machine learning-assisted constitutive modeling of a novel powder metallurgy superalloy
The flow behavior and microstructure evolution during thermomechanical processing (TMP)
of powder metallurgy superalloys are very important for their service behavior. In this …
of powder metallurgy superalloys are very important for their service behavior. In this …
[HTML][HTML] Optimization of flow behavior models by genetic algorithm: A case study of aluminum alloy
Prediction of the flow stress of materials using a flow constitutive model provides strong
support for engineering practice and promotes the continuous development of aluminum …
support for engineering practice and promotes the continuous development of aluminum …
Revealing the hot deformation behavior of AZ42 Mg alloy by using 3D hot processing map based on a novel NGO-ANN model
The hot deformation behavior of AZ42 alloy was observed using thermal compression tests
at a temperature scope of 250–400° C and strain rate scope of 0.001–1 s− 1. True stress …
at a temperature scope of 250–400° C and strain rate scope of 0.001–1 s− 1. True stress …
Investigation of deformation behavior and strain-induced precipitations in Al–Zn–Mg–Cu alloys across a wide temperature range
This study explores the hot deformation behavior of Al–Zn–Mg–Cu alloy through uniaxial hot
compression (200° C–450° C) using the Gleeble-1500. True stress–strain curves were …
compression (200° C–450° C) using the Gleeble-1500. True stress–strain curves were …
Hybrid artificial neural network-based models to investigate deformation behavior of AZ31B magnesium alloy at warm tensile deformation
M Murugesan, JH Yu, W Chung, CW Lee - Materials, 2023 - mdpi.com
The uniaxial warm tensile experiments were carried out in deformation temperatures (50–
250° C) and strain rates (0.005 to 0.0167 s− 1) to investigate the material workability and to …
250° C) and strain rates (0.005 to 0.0167 s− 1) to investigate the material workability and to …
[HTML][HTML] Enhancing constitutive description and workability characterization of Mg alloy during hot deformation using machine learning-based Arrhenius-type model
Hot deformation is a commonly employed processing technique to enhance the ductility and
workability of Mg alloy. However, the hot deformation of Mg alloy is highly sensitive to factors …
workability of Mg alloy. However, the hot deformation of Mg alloy is highly sensitive to factors …
High-Temperature Compression Behaviors and Constitutive Models of a 7046-Aluminum Alloy
High-temperature forming behaviors of a 7046-aluminum alloy were investigated by hot
compression experiments. The microstructural evolution features with the changes in …
compression experiments. The microstructural evolution features with the changes in …
Investigation of deformation behavior of Mg-2Ho alloy based on hyperbolic sine constitutive equation and PSO-BP neural network
X Li, Y Liu, S Luan, D Ma, X Liu, Q Liu… - Materials Today …, 2024 - Elsevier
In this study, uniaxial hot compression experiments were conducted on as-cast Mg-2Ho
binary alloy that had undergone heat treatment. The hot deformation behavior of the alloy …
binary alloy that had undergone heat treatment. The hot deformation behavior of the alloy …
The Prediction of Flow Stress in the Hot Compression of a Ni-Cr-Mo Steel Using Machine Learning Algorithms
T Pan, C Song, Z Gao, T Xia, T Wang - Processes, 2024 - mdpi.com
The constitutive model refers to the mapping relationship between the stress and
deformation conditions (such as strain, strain rate, and temperature) after being loaded. In …
deformation conditions (such as strain, strain rate, and temperature) after being loaded. In …
New hot workability prediction method under non-constant deformation conditions
S Guo, C Liu, S Liang, S Barella, Y Peng… - International Journal of …, 2024 - Elsevier
The deformation conditions of metallic materials constantly change during forming and
manufacturing technology. The thermomechanical processing theory cannot be applied to …
manufacturing technology. The thermomechanical processing theory cannot be applied to …