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Zhi-Chao Jia

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#diffusion models Open access Jan 2027

Modelling heterogeneous interface diffusion kinetics via a retinal-inspired hierarchical focal-PINN

To resolve the fundamental conflict between suppressing measurement noise and capturing localised kinetic features in heterogeneous interface diffusion prediction, a novel Topology-Aware Hierarchical Focal-PINN is proposed, incorporating a retinal-inspired hierarchical focusing mechanism. Mimicking the biological fovea...

Zhi-Chao Jia, Yan-Li Song, Ye Li et al. · 0 citations

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