Geo Intelligence.

Ocean science · AI research

Explore ocean-state prediction, circulation emulation and observational analysis. Distinguish short-range forecasts from long simulations.

Questions to bring to the papers

These questions guide critical reading; they are not claims about every paper listed below.

Research records · 2

Research articleGeophysical Research Letters

Authors Surya Dheeshjith · Adam Subel · Alistair Adcroft · Julius Busecke · Carlos Fernandez‐Granda · Shubham Gupta · Laure Zanna

AI summaryLearns from ocean-model data at multiple depths to emulate temperature, salinity, currents and sea-surface height. Long integrations are stable in the study, while responses to trends in external forcing remain limited in amplitude.

SamudraOcean emulationClimate modelling
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Research articleNatureCAS Tier 1 · Top (2025)

Authors Cristian Bodnar · Wessel P. Bruinsma · Ana Lucic · Megan Stanley · Anna Allen · Johannes Brandstetter · Patrick Garvan · Maik Riechert · Jonathan A. Weyn · Haiyu Dong · Jayesh K. Gupta · Kit Thambiratnam · Alexander T. Archibald · Chun-Chieh Wu · Elizabeth Heider · Max Welling · Richard E. Turner · Paris Perdikaris

AI summaryPretrains on diverse geophysical data and adapts to forecasting weather, ocean waves, air quality and tropical cyclone tracks, exploring a foundation model for multiple Earth-system tasks.

AuroraFoundation modelsMultitask forecasting
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