A synthetic simulation shows PINN and LSTM-PINN can solve an age-structured population PDE with policy-dependent fertility, but no real data or quantitative validation supports the forecasting claims.
Social interactions and fluctuations in birth rates.Population Studies, 54(2):223–237, 2000
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An LSTM-PINN Hybrid Method to the specific problem of population forecasting
A synthetic simulation shows PINN and LSTM-PINN can solve an age-structured population PDE with policy-dependent fertility, but no real data or quantitative validation supports the forecasting claims.