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Simulating Castable Aluminum Alloy Microstructures with AlloyGAN Deep Learning Model
MaterialMaterials scientists have made progress in controlling alloy performance through microstructureMicrostructure quantification. However,... -
Mechanical Properties and Constitutive Model of TC4 Titanium Alloy at Cryogenic
The dynamic mechanical properties of the TC4 titanium alloy were investigated within a temperature range of − 40 °C to 20 °C and strain rates that...
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A neural network model for high entropy alloy design
A neural network model is developed to search vast compositional space of high entropy alloys (HEAs). The model predicts the mechanical properties of...
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Constitutive Relationship Study of Laves Phase NbCr2/Nb Two-Phase Alloy Using Modified J-C Model and Back Propagation Neural Network Model
The Laves phase NbCr 2 /Nb two-phase alloy has received significant research interest as a potential high-temperature structural material. Based on...
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Cellular Automata Simulation of Dynamic Recrystallization Behavior of AZ81-1Y Magnesium Alloy Based on Laasraoui–Jonas Model
Under the conditions of deformation temperature of 250-400 °C and strain rate of 0.003-1 s −1 , hot compression experiments on AZ81-1Y magnesium alloy...
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Prediction model for corrosion rate of low-alloy steels under atmospheric conditions using machine learning algorithms
This work constructed a machine learning (ML) model to predict the atmospheric corrosion rate of low-alloy steels (LAS). The material properties of...
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A novel precipitation kinetics model for fast-aging process of Al–Zn–Mg–Cu alloy
In this paper, a set of novel thermo-mechanical coupling kinetics models were developed for the fast aging process of Al–Zn–Mg–Cu alloy. The...
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A Microstructural Based Unified Model for Creep-Ageing Behaviour of Aluminium Alloy Under Various Thermal Conditions
A microstructure based constitutive analytical model considering the temperature effects on creep-ageing behavior of aluminium alloy has been... -
A Semi-Mechanistic Model for Predicting the Service Life of Composite Coatings on VW63Z Magnesium Alloy
The application of Mg alloys is always accompanied by various coating technology, but a reliable model predicting the service life of coatings on Mg...
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A Novel Built-Up Constitutive Model of 40Cr Alloy Steel Considering the Geometric Effect with Simulation Verification
An accurate constitutive model is essential for modeling and simulation of metal processing. It is usually built by the Split Hopkinson Pressure Bar...
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Alloy 625 Forgings: Thermo-Metallurgical Model of Solution-Annealing Treatment
Metallurgical optimization of engineering alloys is traditionally addressed to improve the overall performance from a mechanical point of view. Grain...
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Physics-Based Flow Stress Model for Alloy 718
A dislocation density-based model for alloy 718 in the annealed state is proposed in order to accurately describe the deformation behavior of this...
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A Constitutive Model of Tensile Deformation of a Metastable Medium-Entropy Alloy
A physically based model is employed to trace the strain-hardening behavior of a metastable medium-entropy alloy (MEA) Fe 61 (CoNi) 29 Cr 10 governed by a...
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Evaluation of Johnson-Cook Failure Model for Aluminium Alloy AA6063-T6
In this research, the aluminium alloy AA6063-T6 was investigated for evaluation of its failure parameters at room and high temperatures. The weight... -
Influence of Machine Stiffness on the Portevin–Le Chatelier Effect of Ti-12Mo Alloy Based on a Modified McCormick Constitutive Model
An improved 3D FE model, considering machine stiffness effect and strain dependent parameters in an embedded modified McCormick’s constitutive model,...
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A Gaussian process autoregressive model capturing microstructure evolution paths in a Ni–Mo–Nb alloy
Additive manufacturing is increasingly being employed to produce components of complex geometries in structural alloys because of the expected energy...
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Phenomenological Model for the Dynamic Superplastic Deformation Mechanism in a Zn-Al Eutectoid Alloy Modified with 2 wt% Cu
In this work, superplastic behavior in tension for the Zn-21Al-2Cu alloy was reviewed as a function of: grain size, temperature and strain rate. The...
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Modified Johnson–Cook Constitutive Model of 18CrNiMo7-6 Alloy Steel under Ultrasonic Surface Burnishing Process
In this work, a suitable constitutive model was selected, and its parameters were determined by experiments to investigate the relationship between...
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Prediction Flow Behaviour of a Magnesium Alloy in Hot Deformation and a Comparative Study by Using Hyperbolic Sine Model and ANN Model
AbstractIn order to get flow behavior of a deformation state magnesium alloy Mg – Gd – Y – Zr – Ag – Er, hot compression tests were performed on a...
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Investigation on Ultrasonic Vibration Effects on the Plastic Flow Behavior of Ti2AlNb Alloy: Johnson–Cook Model
Ultrasonic vibration (UV)-assisted technology has been widely investigated in metal forming in the past decade. However, the research on...