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Add PINN mode #31

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SuperSashka opened this issue Jun 12, 2023 · 2 comments
Open

Add PINN mode #31

SuperSashka opened this issue Jun 12, 2023 · 2 comments
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enhancement New feature or request good first issue Good for newcomers

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@SuperSashka
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It is good to have possibility to add something like data=data and term in a loss function to be able to train model in a PINN mode.

@SuperSashka SuperSashka added enhancement New feature or request good first issue Good for newcomers labels Jun 12, 2023
@SuperSashka
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SuperSashka commented Oct 11, 2023

I would like to make a term inside the loss function that based on (optionally) its own grid and its own data make a competition with a differential equation with its own weight. Consequently, we need separate computation procedure which may be included to loss function, i.e. L=lam_data * L_data+lam_op * L_op+lam_bc * L_bc

@SuperSashka
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At the time being we have separate 'data' BC type #36 that has its own weight and may be included into adaptive lambda procedure.

However, I still think that it may be improved further, so it is not closed atm.

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enhancement New feature or request good first issue Good for newcomers
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