A sub-grid scale model for Burgers turbulence based on the artificial neural network method

The present study proposes a sub-grid scale (SGS) model for the one-dimensional Burgers turbulence based on the neural network and deep learning method. The filtered data of the direct numerical simulation is used to establish the training data set, the validation data set, and the test data set. Th...

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Bibliographic Details
Main Authors: Xin Zhao, Kaiyi Yin
Format: Article
Language:English
Published: Elsevier 2024-05-01
Series:Theoretical and Applied Mechanics Letters
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2095034924000308