Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)

30 August 2021

Papers citing "Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)"

14 / 14 papers shown

Title
Differentiable Neural-Integrated Meshfree Method for Forward and Inverse Modeling of Finite Strain Hyperelasticity Honghui Du Binyao Guo QiZhi He AI4CE 43 0 0 15 Jul 2024
Physics-Aware Neural Implicit Solvers for multiscale, parametric PDEs with applications in heterogeneous media Matthaios Chatzopoulos P. Koutsourelakis AI4CE 41 3 0 29 May 2024
A review on data-driven constitutive laws for solids J. Fuhg G. A. Padmanabha N. Bouklas B. Bahmani WaiChing Sun Nikolaos N. Vlassis Moritz Flaschel P. Carrara L. Lorenzis AI4CE AILaw 36 32 0 06 May 2024
Equivariant graph convolutional neural networks for the representation of homogenized anisotropic microstructural mechanical response Ravi G. Patel C. Safta Reese E. Jones AI4CE 43 1 0 05 Apr 2024
Physically recurrent neural network for rate and path-dependent heterogeneous materials in a finite strain framework M. A. Maia Iuri B. C. M. Rocha D. Kovacevic F. P. Meer PINN AI4CE 28 4 0 05 Apr 2024
tLaSDI: Thermodynamics-informed latent space dynamics identification Jun Sur Richard Park Siu Wun Cheung Youngsoo Choi Yeonjong Shin AI4CE 32 4 0 09 Mar 2024
Theory and implementation of inelastic Constitutive Artificial Neural Networks H. Holthusen L. Lamm T. Brepols Stefanie Reese Ellen Kuhl AI4CE 46 29 0 10 Nov 2023
Deep Learning in Deterministic Computational Mechanics L. Herrmann Stefan Kollmannsberger AI4CE PINN 48 0 0 27 Sep 2023
Reversible and irreversible bracket-based dynamics for deep graph neural networks A. Gruber Kookjin Lee N. Trask AI4CE 38 9 0 24 May 2023
Spiking neural networks for nonlinear regression Alexander Henkes Jason K. Eshraghian Henning Wessels 49 27 0 06 Oct 2022
Evolution TANN and the identification of internal variables and evolution equations in solid mechanics Filippo Masi I. Stefanou AI4CE 34 30 0 27 Sep 2022
A new family of Constitutive Artificial Neural Networks towards automated model discovery K. Linka E. Kuhl AI4CE 33 157 0 15 Sep 2022
Thermodynamics of learning physical phenomena Elías Cueto Francisco Chinesta AI4CE 30 22 0 26 Jul 2022
Data-driven discovery of interpretable causal relations for deep learning material laws with uncertainty propagation Xiao Sun B. Bahmani Nikolaos N. Vlassis WaiChing Sun Yanxun Xu CML AI4CE 70 26 0 20 May 2021