Towards real-time fluid dynamics simulation: a data-driven NN-MPS method and its implementation

ABSTRACTIn this work, we construct a data-driven model to address the computing performance problem of the moving particle semi-implicit method by combining the physics intuition of the method with a machine-learning algorithm. A fully connected artificial neural network is implemented to solve the...

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Bibliographic Details
Main Authors: Qinghe Yao, Zhuolin Wang, Yi Zhang, Zijie Li, Junyang Jiang
Format: Article
Language:English
Published: Taylor & Francis Group 2023-12-01
Series:Mathematical and Computer Modelling of Dynamical Systems
Subjects:
Online Access:https://www.tandfonline.com/doi/10.1080/13873954.2023.2184835