├── Activation_fun_comparison ├── Elasticity_InverseV1.8-16-arctan.py ├── Elasticity_InverseV1.8-16-elu.py ├── Elasticity_InverseV1.8-16-gelu.py ├── Elasticity_InverseV1.8-16-sigm.py ├── Elasticity_InverseV1.8-16-soft.py ├── Elasticity_InverseV1.8-16-tanh.py ├── error_calculation_plotting_loading_wts.py ├── gnuplot_data │ └── .gitkeep └── trained_weights │ ├── .gitkeep │ ├── weights-atan │ ├── weights_1024X1024.hdf5 │ ├── weights_128X128.hdf5 │ ├── weights_16X16.hdf5 │ ├── weights_2048X2048.hdf5 │ ├── weights_256X256.hdf5 │ ├── weights_32X32.hdf5 │ ├── weights_500X500.hdf5 │ ├── weights_512X512.hdf5 │ └── weights_64X64.hdf5 │ ├── weights-elu │ ├── weights_1024X1024.hdf5 │ ├── weights_128X128.hdf5 │ ├── weights_16X16.hdf5 │ ├── weights_2048X2048.hdf5 │ ├── weights_256X256.hdf5 │ ├── weights_32X32.hdf5 │ ├── weights_500X500.hdf5 │ ├── weights_512X512.hdf5 │ └── weights_64X64.hdf5 │ ├── weights-gelu │ ├── weights_1024X1024.hdf5 │ ├── weights_128X128.hdf5 │ ├── weights_16X16.hdf5 │ ├── weights_2048X2048.hdf5 │ ├── weights_256X256.hdf5 │ ├── weights_32X32.hdf5 │ ├── weights_500X500.hdf5 │ ├── weights_512X512.hdf5 │ └── weights_64X64.hdf5 │ ├── weights-sigm │ ├── weights_1024X1024.hdf5 │ ├── weights_128X128.hdf5 │ ├── weights_16X16.hdf5 │ ├── weights_2048X2048.hdf5 │ ├── weights_256X256.hdf5 │ ├── weights_32X32.hdf5 │ ├── weights_500X500.hdf5 │ ├── weights_512X512.hdf5 │ └── weights_64X64.hdf5 │ ├── weights-soft │ ├── weights_1024X1024.hdf5 │ ├── weights_128X128.hdf5 │ ├── weights_16X16.hdf5 │ ├── weights_2048X2048.hdf5 │ ├── weights_256X256.hdf5 │ ├── weights_32X32.hdf5 │ ├── weights_500X500.hdf5 │ ├── weights_512X512.hdf5 │ └── weights_64X64.hdf5 │ └── weights-tanh │ ├── weights_1024X1024.hdf5 │ ├── weights_128X128.hdf5 │ ├── weights_16X16.hdf5 │ ├── weights_2048X2048.hdf5 │ ├── weights_256X256.hdf5 │ ├── weights_32X32.hdf5 │ ├── weights_500X500.hdf5 │ ├── weights_512X512.hdf5 │ └── weights_64X64.hdf5 ├── LICENCE ├── Parameter_ident ├── Elasticity_InverseV1.9-16.py └── trained_weight │ ├── .gitkeep │ ├── weights_1024X1024.hdf5 │ ├── weights_128X128.hdf5 │ ├── weights_16X16.hdf5 │ ├── weights_2048X2048.hdf5 │ ├── weights_256X256.hdf5 │ ├── weights_32X32.hdf5 │ ├── weights_500X500.hdf5 │ ├── weights_512X512.hdf5 │ └── weights_64X64.hdf5 ├── README.md └── images ├── .gitkeep ├── act_fn_comparison.png ├── apriori_eqn.png ├── converged_values.png ├── convergence_order_comparison.png ├── energy_norm_error.png ├── l2error_eqn.png ├── loss_fn.png ├── losses_epoch.png ├── para_ident_problem.png └── softplus_convergence.png /Activation_fun_comparison/Elasticity_InverseV1.8-16-arctan.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/TinSn50/PINNs-Applications-in-Linear-Elastic-Solid-Mechanics/HEAD/Activation_fun_comparison/Elasticity_InverseV1.8-16-arctan.py -------------------------------------------------------------------------------- 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