Pinned Repositories
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
hypermodelcomp
Benchmarking physics-constrained data-driven models of hyperelasticity against rubber and soft tissue datasets
HectorLob's Repositories
HectorLob/hypermodelcomp
Benchmarking physics-constrained data-driven models of hyperelasticity against rubber and soft tissue datasets
HectorLob/ABAQUS_NN
HectorLob/Anisotropic_NN_UMAT
Neural Network (NN) based anisotropic material model with an Abaqus UMAT implementation
HectorLob/CAMLab-DLSCTutorials
HectorLob/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
HectorLob/CANN_original
Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials
HectorLob/Creep_Prediction
HectorLob/deeponet-fno
DeepONet & FNO (with practical extensions)
HectorLob/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".
HectorLob/EUCLID-hyperelasticity
HectorLob/EUCLID-hyperelasticity-NN
HectorLob/Geo-FNO
Geometry-Aware Fourier Neural Operator (Geo-FNO)
HectorLob/IFNO-tissue
HectorLob/MMLDT_Course
MMLDT-CSET 2021 SUNDAY
HectorLob/neural_operator_bootcamp
Bootcamp notebooks
HectorLob/NeuralNetworkiPP
HectorLob/nlp
Jupyter notebooks for the Natural Language Processing with Transformers book
HectorLob/NODE_TissueMechanics
Automatically polyconvex strain energy functions using neural ordinary differential equations (Includes porcine skin data for training and FEM application examples).
HectorLob/NonlinearFEA
Course repository for nonlinear finite element analsis
HectorLob/nvidia-modulus
HectorLob/PINN_Comp_Mech
PINN program for computational mechanics
HectorLob/PtitPrince
python version of raincloud
HectorLob/python_tutorialak
HectorLob/thermalCANN
Model of thermo-hyperelasticity using Constitutive Artificial Neural Networks
HectorLob/Thermodynamics-Neural-Networks
Thermodynamics-based Artificial Neural Networks
HectorLob/wandb_edu
Educational materials on deep learning by Weights & Biases