Search Results for author: Ching-Yao Lai

Found 2 papers, 0 papers with code

Multi-stage Neural Networks: Function Approximator of Machine Precision

no code implementations18 Jul 2023 Yongji Wang, Ching-Yao Lai

We demonstrate that the prediction error from the multi-stage training for both regression problems and physics-informed neural networks can nearly reach the machine-precision $O(10^{-16})$ of double-floating point within a finite number of iterations.

Asymptotic self-similar blow-up profile for three-dimensional axisymmetric Euler equations using neural networks

no code implementations18 Jan 2022 Yongji Wang, Ching-Yao Lai, Javier Gómez-Serrano, Tristan Buckmaster

Whether there exist finite time blow-up solutions for the 2-D Boussinesq and the 3-D Euler equations are of fundamental importance to the field of fluid mechanics.

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