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math.NA2025
Learning the Exact Time Integration Algorithm for Initial Value Problems by Randomized Neural Networks
Suchuan Dong, Naxian Ni
We present a method leveraging extreme learning machine (ELM) type randomized neural networks (NNs) for learning the exact time integration algorithm for initial value problems (IV…
math.NA2022★ 3 cited
Numerical Computation of Partial Differential Equations by Hidden-Layer Concatenated Extreme Learning Machine
Naxian Ni, Suchuan Dong
The extreme learning machine (ELM) method can yield highly accurate solutions to linear/nonlinear partial differential equations (PDEs), but requires the last hidden layer of the n…