├── CSTR+Batch+PFR ├── Batch_FewShots.ipynb ├── Batch_FewShots_Collocation.ipynb ├── CSTR_Batch_PFR_Reptile.ipynb ├── CSTR_Batch_PFR_Transfer.ipynb ├── CSTR_FewShots.ipynb ├── CSTR_FewShots_Collocation.ipynb ├── PFR_FewShots.ipynb ├── PFR_FewShots_Collocation.ipynb ├── model_reptile_cstr_batch_pfr.sav └── model_transfer_cstr_batch_pfr.sav ├── README.md ├── Reactors ├── Batch_Normal.ipynb ├── CSTR_Normal.ipynb ├── CSTR_Physics_Informed.ipynb ├── PFR_Complete_Normal.ipynb ├── PFR_Normal.ipynb ├── PFR_Physics_Informed.ipynb ├── PFR_Simulation_Validation.ipynb └── reactor_extreme_plot.ipynb ├── Sine Wave Regression ├── maml_sine_wave_regression.ipynb ├── reptile_sine_wave_regression.ipynb └── reptile_sine_wave_regression_others.ipynb ├── ensemble.png ├── photochemical reactor ├── CSTR_Batch_PFR_Reptile_36timesteps.ipynb ├── model_reptile_cstr_batch_pfr_36timesteps.sav └── photochemical_reactor_36timesteps_7shots.ipynb └── reptile.png /CSTR+Batch+PFR/Batch_FewShots.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/CSTR+Batch+PFR/Batch_FewShots.ipynb -------------------------------------------------------------------------------- /CSTR+Batch+PFR/Batch_FewShots_Collocation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/CSTR+Batch+PFR/Batch_FewShots_Collocation.ipynb -------------------------------------------------------------------------------- /CSTR+Batch+PFR/CSTR_Batch_PFR_Reptile.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/CSTR+Batch+PFR/CSTR_Batch_PFR_Reptile.ipynb -------------------------------------------------------------------------------- /CSTR+Batch+PFR/CSTR_Batch_PFR_Transfer.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/CSTR+Batch+PFR/CSTR_Batch_PFR_Transfer.ipynb -------------------------------------------------------------------------------- /CSTR+Batch+PFR/CSTR_FewShots.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/CSTR+Batch+PFR/CSTR_FewShots.ipynb -------------------------------------------------------------------------------- /CSTR+Batch+PFR/CSTR_FewShots_Collocation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/CSTR+Batch+PFR/CSTR_FewShots_Collocation.ipynb -------------------------------------------------------------------------------- /CSTR+Batch+PFR/PFR_FewShots.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/CSTR+Batch+PFR/PFR_FewShots.ipynb -------------------------------------------------------------------------------- /CSTR+Batch+PFR/PFR_FewShots_Collocation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/CSTR+Batch+PFR/PFR_FewShots_Collocation.ipynb -------------------------------------------------------------------------------- /CSTR+Batch+PFR/model_reptile_cstr_batch_pfr.sav: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/CSTR+Batch+PFR/model_reptile_cstr_batch_pfr.sav -------------------------------------------------------------------------------- /CSTR+Batch+PFR/model_transfer_cstr_batch_pfr.sav: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/CSTR+Batch+PFR/model_transfer_cstr_batch_pfr.sav -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/README.md -------------------------------------------------------------------------------- /Reactors/Batch_Normal.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/Reactors/Batch_Normal.ipynb -------------------------------------------------------------------------------- /Reactors/CSTR_Normal.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/Reactors/CSTR_Normal.ipynb -------------------------------------------------------------------------------- /Reactors/CSTR_Physics_Informed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/Reactors/CSTR_Physics_Informed.ipynb -------------------------------------------------------------------------------- /Reactors/PFR_Complete_Normal.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/Reactors/PFR_Complete_Normal.ipynb -------------------------------------------------------------------------------- /Reactors/PFR_Normal.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/Reactors/PFR_Normal.ipynb -------------------------------------------------------------------------------- /Reactors/PFR_Physics_Informed.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/Reactors/PFR_Physics_Informed.ipynb -------------------------------------------------------------------------------- /Reactors/PFR_Simulation_Validation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/Reactors/PFR_Simulation_Validation.ipynb -------------------------------------------------------------------------------- /Reactors/reactor_extreme_plot.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/Reactors/reactor_extreme_plot.ipynb -------------------------------------------------------------------------------- /Sine Wave Regression/maml_sine_wave_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/Sine Wave Regression/maml_sine_wave_regression.ipynb -------------------------------------------------------------------------------- /Sine Wave Regression/reptile_sine_wave_regression.ipynb: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /Sine Wave Regression/reptile_sine_wave_regression_others.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/Sine Wave Regression/reptile_sine_wave_regression_others.ipynb -------------------------------------------------------------------------------- /ensemble.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/ensemble.png -------------------------------------------------------------------------------- /photochemical reactor/CSTR_Batch_PFR_Reptile_36timesteps.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/photochemical reactor/CSTR_Batch_PFR_Reptile_36timesteps.ipynb -------------------------------------------------------------------------------- /photochemical reactor/model_reptile_cstr_batch_pfr_36timesteps.sav: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/photochemical reactor/model_reptile_cstr_batch_pfr_36timesteps.sav -------------------------------------------------------------------------------- /photochemical reactor/photochemical_reactor_36timesteps_7shots.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/photochemical reactor/photochemical_reactor_36timesteps_7shots.ipynb -------------------------------------------------------------------------------- /reptile.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/killingbear999/chemical-reactor-foundation-model/HEAD/reptile.png --------------------------------------------------------------------------------