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MONAN-AI v04: Low-Resolution (HEALPix nside=8) Code, Weights, and Hindcasts

Authors: Feitosa, Otavio Medeiros; Manco, Ilenia; Jorge, Francieli; Simões, Paloma Angelina; Chovert, Angel Domínguez; Campos Velho, Haroldo Fraga de; Mercogliano, Paola; +1 Authors

MONAN-AI v04: Low-Resolution (HEALPix nside=8) Code, Weights, and Hindcasts

Abstract

Companion deposit for the manuscript "MONAN-AI: Flow Matching on HEALPix Grids for Subseasonal-to-Seasonal Prediction" submitted to the Journal of Advances in Modeling Earth Systems (JAMES). This deposit contains the low-resolution (HEALPix nside=8, ~815 km pixel spacing, 768 equal-area pixels) configuration of MONAN-AI, the data-driven forecasting track of the MONAN (Model for Ocean-laNd-Atmosphere PredictioN) initiative. License: Code is released under Apache-2.0; weights, climatology, hindcasts, metrics and figures under CC-BY-4.0.

Keywords

MONAN, neural weather model, ensemble forecasting, atmospheric prediction, flow matching, HEALPix, ERA5, deep learning, subseasonal-to-seasonal, S2S

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average