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abaqus_nn

anisotropic_nn_umat

Neural Network (NN) based anisotropic material model with an Abaqus UMAT implementation

camlab-dlsctutorials

cann_new

when using, please cite "A new family of Constitutive Artificial Neural Networks towards automated model discovery", CMAME, https://doi.org/10.1016/j.cma.2022.115731

cann_original

Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials

creep_prediction

deeponet-fno

DeepONet & FNO (with practical extensions)

dem_hyperelasticity

A method based on a feed forward neural network to solve partial differential equations in nonlinear elasticity at finite strain based on the idea of minimum potential energy. The method is named "Deep Energy Method".

euclid-hyperelasticity

euclid-hyperelasticity-nn

geo-fno

Geometry-Aware Fourier Neural Operator (Geo-FNO)

hypermodelcomp

Benchmarking physics-constrained data-driven models of hyperelasticity against rubber and soft tissue datasets

ifno-tissue

mmldt_course

MMLDT-CSET 2021 SUNDAY

neural_operator_bootcamp

Bootcamp notebooks

neuralnetworkipp

nlp

Jupyter notebooks for the Natural Language Processing with Transformers book

node_tissuemechanics

Automatically polyconvex strain energy functions using neural ordinary differential equations (Includes porcine skin data for training and FEM application examples).

nonlinearfea

Course repository for nonlinear finite element analsis

nvidia-modulus

pinn_comp_mech

PINN program for computational mechanics

ptitprince

python version of raincloud

python_tutorialak

thermalcann

Model of thermo-hyperelasticity using Constitutive Artificial Neural Networks

thermodynamics-neural-networks

Thermodynamics-based Artificial Neural Networks

wandb_edu

Educational materials on deep learning by Weights & Biases