A two-module neural network, with an atmosphere-to-heat-flux coupler and VQVAE-based probabilistic augmentation, improves 10-day forecasts of extreme marine heatwaves against data-driven and numerical baselines.
a) The 10-day forecast result of MHWs on 2020-07-17
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Improved Forecasts of Global Extreme Marine Heatwaves Through a Physics-guided Data-driven Approach
A two-module neural network, with an atmosphere-to-heat-flux coupler and VQVAE-based probabilistic augmentation, improves 10-day forecasts of extreme marine heatwaves against data-driven and numerical baselines.