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#machine learning Preprint Sep 2026

Generalizable Neural Downscaling of Earth System Model Wind Fields via Continuous Dynamics Modeling

Accurate high-resolution wind field simulations are critical for resolving fine-scale atmospheric dynamics, yet the simulation of wind fields in Earth System Models (ESMs) remains limited by coarse spatial resolution and systematic biases. To address this, data-driven down scaling techniques have been widely used to en...

Chen Yu, Jia-Nan Wei, Han-Lin Kong et al. · 0 citations

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