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physics.ao-ph2026
Learning native eddy-resolving ocean dynamics outperforms coarse emulation and downscaling
Zilu Liu, Tao Zhang, Hailong Liu +8
Eddy-resolving ocean simulations are essential for representing mesoscale dynamics that regulate ocean circulation, energy transport, and climate variability. However, they are cos…
physics.ao-ph2026
KFTD: Koopman-Fourier Time-Differentiable Network for Continuous Ocean Spatiotemporal Forecasting
Qinghui Chen, Zekai Zhang, Hailong Liu +2
Accurate oceanic forecasting is critical for climate monitoring and disaster early warning. However, ocean spatiotemporal forecasting encounters the double challenges of modeling c…