A hybrid neural network and finite element strategy computes Ginzburg-Landau energy minimizers across varying kappa values, using the network output either directly or as a starting guess for reliable classical optimization.
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GLENN: Neural network-enhanced computation of Ginzburg-Landau energy minimizers
A hybrid neural network and finite element strategy computes Ginzburg-Landau energy minimizers across varying kappa values, using the network output either directly or as a starting guess for reliable classical optimization.