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Updated: Jan 15, 2026

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以卷积神经网络为基础的燃烧模型的大模拟的推断性能:雷诺兹数,过器内核和过器大小的影响.

Geveen Arumapperuma1, Nicola Sorace1, Matthew Jansen1

  • 1School of Engineering, The University of Edinburgh, Edinburgh, EH8 3JL Scotland, UK.

Flow, turbulence and combustion
|October 13, 2025
PubMed
概括

卷积神经网络 (CNN) 模型在高雷诺兹数训练时,在流性燃烧模拟中显示出良好的推断. 在低雷诺德数训练时,性能降低,但模型在过器大小和内核中很好地泛化.

关键词:
卷积神经网络是一种卷积神经网络.深度学习是一种深度学习.直接进行数值模拟.大埃迪模拟封闭闭关闭流式燃烧是一种流式燃烧.

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