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Tian-Yu Li

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Jul 2026

Label-Free Finite-Volume-Residual Training of Attention Graph Neural Networks for Coupled Thermo-Fluid Fields

This work proposes to train an attention graph neural network by minimizing the finite-volume method (FVM) residuals of the governing equations to provide a practical training signal for neural surrogates and reduce the model development cost.

Tian-Yu Li, Zhi-Ying Cao, Qin-Gang Zhang et al. · 0 citations

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