Yuhei Takaya, Louis‐Philippe Caron, Eric S. Blake et al.
· Tropical Cyclone Research and Review
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Reviews seasonal and multi-annual tropical cyclone forecasting, including emerging ML/AI methods, ENSO-neutral predictability and landfall skill gaps relative to user needs.
Atsushi Kudo
· Journal of the Meteorological Society of Japan Ser II
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An encoder-decoder CNN post-processes NWP output to produce gridded surface temperatures over Kanto, correcting front position errors and extreme temperatures better than the operational Kalman-filter guidance.
Futo Tomizawa, Yohei Sawada
· Geoscientific model development
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Reservoir computing trained on LETKF analyses predicts the Lorenz 96 system under sparse, noisy observations and imperfect models, outperforming LETKF when the model is imperfect.
