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Evolution TANN and the identification of internal variables and
  evolution equations in solid mechanics

Evolution TANN and the identification of internal variables and evolution equations in solid mechanics

27 September 2022
Filippo Masi
I. Stefanou
    AI4CE
ArXivPDFHTML

Papers citing "Evolution TANN and the identification of internal variables and evolution equations in solid mechanics"

4 / 4 papers shown
Title
Automated Model Discovery for Tensional Homeostasis: Constitutive
  Machine Learning in Growth and Remodeling
Automated Model Discovery for Tensional Homeostasis: Constitutive Machine Learning in Growth and Remodeling
H. Holthusen
T. Brepols
K. Linka
Ellen Kuhl
23
4
0
17 Oct 2024
A thermodynamically consistent physics-informed deep learning material
  model for short fiber/polymer nanocomposites
A thermodynamically consistent physics-informed deep learning material model for short fiber/polymer nanocomposites
Betim Bahtiri
B. Arash
Sven Scheffler
Maximilian Jux
R. Rolfes
AI4CE
21
5
0
27 Mar 2024
Theory and implementation of inelastic Constitutive Artificial Neural
  Networks
Theory and implementation of inelastic Constitutive Artificial Neural Networks
H. Holthusen
L. Lamm
T. Brepols
Stefanie Reese
Ellen Kuhl
AI4CE
30
29
0
10 Nov 2023
Learning solution of nonlinear constitutive material models using
  physics-informed neural networks: COMM-PINN
Learning solution of nonlinear constitutive material models using physics-informed neural networks: COMM-PINN
Shahed Rezaei
Ahmad Moeineddin
Ali Harandi
PINN
22
17
0
10 Apr 2023
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