Leveraging graph neural networks and neural operator techniques for high-fidelity mesh-based physics simulations

Developing fast and accurate computational models to simulate intricate physical phenomena has been a persistent research challenge. Recent studies have demonstrated remarkable capabilities in predicting various physical outcomes through machine learning-assisted approaches. However, it remains chal...

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Bibliographic Details
Main Authors: Zeqing Jin, Bowen Zheng, Changgon Kim, Grace X. Gu
Format: Article
Language:English
Published: AIP Publishing LLC 2023-12-01
Series:APL Machine Learning
Online Access:http://dx.doi.org/10.1063/5.0167014