Analysis of the generalization ability of neural networks based on the NN-MPS-interpolation model

This paper combines the Moving Particle Semi-implicit (MPS) method with neural networks to construct a data-driven model, which is then applied to solve the Poisson equation, aiming to reduce computational resource consumption. A feedforward fully connected neural network interpolation model (NN-MPS...

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Bibliographic Details
Main Authors: Bo-Tao Wang, Zhe Sun, Li-Yuan Dou
Format: Article
Language:English
Published: AIP Publishing LLC 2025-06-01
Series:AIP Advances
Online Access:http://dx.doi.org/10.1063/5.0274536
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