Interpolation and Extrapolation Performance Measurement of Analytical and ANN-Based Flow Laws for Hot Deformation Behavior of Medium Carbon Steel
In the present work, a critical analysis of the most-commonly used analytical models and recently introduced ANN-based models was performed to evaluate their predictive accuracy within and outside the experimental interval used to generate them. The high-temperature deformation behavior of a medium...
Main Authors: | Pierre Tize Mha, Prashant Dhondapure, Mohammad Jahazi, Amèvi Tongne, Olivier Pantalé |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2023-03-01
|
Series: | Metals |
Subjects: | |
Online Access: | https://www.mdpi.com/2075-4701/13/3/633 |
Similar Items
-
Artificial Neural Network-Based Critical Conditions for the Dynamic Recrystallization of Medium Carbon Steel and Application
by: Pierre Tize Mha, et al.
Published: (2023-10-01) -
Development and Implementation of an ANN Based Flow Law for Numerical Simulations of Thermo-Mechanical Processes at High Temperatures in FEM Software
by: Olivier Pantalé
Published: (2023-01-01) -
Hot Deformation Behavior of a Ni-Based Superalloy with Suppressed Precipitation
by: Franco Lizzi, et al.
Published: (2021-04-01) -
Extrapolation methods : theory and practice /
by: Brezinski, Claude, 1941-, et al.
Published: (1991) -
Comparing Activation Functions in Machine Learning for Finite Element Simulations in Thermomechanical Forming
by: Olivier Pantalé
Published: (2023-11-01)