Explicit physics-informed neural networks for nonlinear closure: The case of transport in tissues

Ehsan Taghizadeh,Helen M. Byrne,Brian D. Wood

Journal of Computational Physics（2022）

引用 7|浏览3

暂无评分

摘要

•Combines in tissues with closure via an MLP network.•Network informed by dimensionless parameters and source terms in closure.•Inclusion of source terms dramatically improves network performance.

查看译文

关键词

Explicit physics-informed neural networks,Deep learning,Tissue transport,Nonlinear kinetics,Upscaling,Effectiveness factor

AI 理解论文

溯源树

样例

生成溯源树，研究论文发展脉络

Chat Paper

正在生成论文摘要