Nanopublications LDF server

Matches in Nanopublications for { <https://w3id.org/ro-id/df6591e6-c326-4d28-92fb-cb9d59786ac7/> ?p ?o ?g. }

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• df6591e6-c326-4d28-92fb-cb9d59786ac7 description "The research object refers to the Sea ice forecasting using IceNet notebook published in the Environmental Data Science book. Modelling approach IceNet is a probabilistic, deep learning sea ice forecasting system. The model, an ensemble of U-Net networks, learns how sea ice changes from climate simulations and observational data to forecast up to 6 months of monthly-averaged sea ice concentration maps at 25 km resolution. IceNet advances the range of accurate sea ice forecasts, outperforming a state-of-the-art dynamical model in seasonal forecasts of summer sea ice, particularly for extreme sea ice events. IceNet was implemented in Python 3.7 using TensorFlow v2.2.0. Further details can be found in the Nature Communications paper Seasonal Arctic sea ice forecasting with probabilistic deep learning." assertion.
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• df6591e6-c326-4d28-92fb-cb9d59786ac7 contributor tom-andersson assertion.
• df6591e6-c326-4d28-92fb-cb9d59786ac7 contributor nbarlowATI assertion.
• df6591e6-c326-4d28-92fb-cb9d59786ac7 dateCreated "2022-12-02 12:25:08.853392+00:00" assertion.
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• df6591e6-c326-4d28-92fb-cb9d59786ac7 cite-as "Alejandro Coca-Castro, Anne Fouilloux, Jean Iaquinta, Tom Andersson, and Nick Barlow. "Understanding Sea-Ice and the importance of accurate seasonal forecasts." ROHub. Dec 02 ,2022. https://w3id.org/ro-id/df6591e6-c326-4d28-92fb-cb9d59786ac7." assertion.
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• df6591e6-c326-4d28-92fb-cb9d59786ac7 name "Understanding Sea-Ice and the importance of accurate seasonal forecasts" assertion.
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• df6591e6-c326-4d28-92fb-cb9d59786ac7 dateModified "2025-10-18 10:53:09.235570+00:00" assertion.
• df6591e6-c326-4d28-92fb-cb9d59786ac7 datePublished "2022-12-02 12:25:08.853392+00:00" assertion.
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