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Cova-PINN:跨域守恒物理信息神经网络求解流固共轭传热

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研究者提出 Cova-PINN,一种面向复杂几何流固共轭传热的多域物理信息神经网络(PINN)框架。该方法将守恒支撑与复杂几何中的热交互路径对齐,联合优化局部跨域复合控制体平衡与全局换热器尺度的配对壁面闭合,以求解流固共轭传热问题。该成果以论文形式发表于 arXiv(Machine Learning Theory,2026-10-09),目前公开信息仅涉及方法框架本身,未见实验验证或后续进展报道。

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Oct 9, 2026
  1. arXiv · Machine Learning Theory
    Cova-PINN:面向复杂几何流固共轭传热的跨域守恒物理信息神经网络

    研究者提出 Cova-PINN,一种多域物理信息神经网络(PINN)框架,将守恒支撑与复杂几何中的热交互路径对齐,联合优化局部跨域复合控制体平衡与全局换热器尺度的配对壁面闭合。

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