1. Thermal Deformation Behavior of ZA270.15Ce Alloy: Constitutive Equation, Deep Neural Network Model-Based Prediction, Thermal Processing Map, and Recrystallization Behavior.
- Author
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Cheng, Chi, Tang, Zhengyou, Zhao, Li, Li, Yinglong, and Ding, Hua
- Subjects
RECRYSTALLIZATION (Metallurgy) ,STRAIN rate ,DEFORMATIONS (Mechanics) ,MATERIAL plasticity ,CRYSTAL grain boundaries - Abstract
When the metal undergoes plastic deformation at high temperature, the microstructure of the material will undergo a series of dynamic changes. The microstructure characteristics of the material directly determine its mechanical behavior, thus controlling its properties. Studying the prediction model of microstructure evolution and rheological stress of materials under different deformation conditions can provide scientific basis and theoretical guidance for reasonably determining the hot working process of materials and controlling product quality. In order to obtain the best process parameters for the thermal processing of ZA270.15Ce alloy, the thermal deformation behavior of ZA270.15Ce alloy at temperatures of 200-320 °C and strain rates of 0.01-10 s
−1 is investigated using isothermal constant-rate thermal compression experiments. Comparing the improved Arrhenius model with the backpropagation-deep neural networks (BP-DNN) model for predicted stresses, it is found that the BP-DNN model has higher prediction accuracy with a coefficient of determination of 0.99838. The predicted stress–strain curves are consistent with the experimental results. The process diagram shows that the optimal heat deflection temperature range is in the field of 220-250 °C/0.01-0.03 s−1 and 250-290 °C/0.01-0.22 s−1 . No instability, such as cracking, is found in the best heat deformation zone. The percentage of recrystallization in the unsuitable zone is lower than in the optimal zone, and it has a higher dislocation density. Part of the low-angle grain boundaries absorbed dislocations are converted into high-angle grain boundaries. Therefore, the results determined by the thermal processing diagram are consistent with the actual microstructure. The hot working construction of ZA270.15Ce alloy can enable optimal control of the preparation process. [ABSTRACT FROM AUTHOR]- Published
- 2023
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