most citedMatched Asymptotic Expansions-Based Transferable Neural Networks for Singular Perturbation Problems

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physics.comp-ph2026★ 2 cited

Matched Asymptotic Expansions-Based Transferable Neural Networks for Singular Perturbation Problems

Zhequan Shen, Lili Ju, Liyong Zhu

In this paper, by utilizing the theory of matched asymptotic expansions, an efficient and accurate neural network method, named as "MAE-TransNet", is developed for solving singular…