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Diffusivity equation—inverse modeling: PINN performance as function of hyperparameters.

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Relative error of p and percentage error of θ1 and θ2 for different number of hidden layers, Nhl, and different number of neurons per layer, Nn. The Ntr is fixed at 250. Note that we pick the optimal hyperparameters, i.e., Nhl = 6 and Nn = 5 from the sensitivity analysis of the forward model. Results shown in this table are an average over 24 realizations.

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2020-05-06
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