Matches in SemOpenAlex for { <https://semopenalex.org/work/W4240765130> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W4240765130 abstract "Anthropogenic warming has led to an unprecedented year-round reduction in Arctic sea ice extent. This has far-reaching consequences for indigenous and local communities, polar ecosystems, and global climate, motivating the need for accurate seasonal sea ice forecasts. While physics-based dynamical models can successfully forecast sea ice concentration several weeks ahead, they struggle to outperform simple statistical models at longer lead times. We present a probabilistic, deep learning sea ice forecasting system, IceNet. The system has been trained on climate simulations and observational data to forecast the next 6 months of monthly-averaged sea ice concentration maps. We show that 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. This step-change in sea ice forecasting ability brings us closer to conservation tools that mitigate risks associated with rapid sea ice loss." @default.
- W4240765130 created "2022-05-12" @default.
- W4240765130 creator A5003537622 @default.
- W4240765130 creator A5003763359 @default.
- W4240765130 creator A5007527919 @default.
- W4240765130 creator A5008943199 @default.
- W4240765130 creator A5010065519 @default.
- W4240765130 creator A5013474067 @default.
- W4240765130 creator A5017998821 @default.
- W4240765130 creator A5020335400 @default.
- W4240765130 creator A5027180596 @default.
- W4240765130 creator A5039195087 @default.
- W4240765130 creator A5041436747 @default.
- W4240765130 creator A5043148274 @default.
- W4240765130 creator A5045368787 @default.
- W4240765130 creator A5065093980 @default.
- W4240765130 creator A5072420270 @default.
- W4240765130 creator A5079952144 @default.
- W4240765130 date "2021-02-02" @default.
- W4240765130 modified "2023-10-17" @default.
- W4240765130 title "Seasonal Arctic sea ice forecasting with probabilistic deep learning" @default.
- W4240765130 doi "https://doi.org/10.31223/x5430p" @default.
- W4240765130 hasPublicationYear "2021" @default.
- W4240765130 type Work @default.
- W4240765130 citedByCount "0" @default.
- W4240765130 crossrefType "posted-content" @default.
- W4240765130 hasAuthorship W4240765130A5003537622 @default.
- W4240765130 hasAuthorship W4240765130A5003763359 @default.
- W4240765130 hasAuthorship W4240765130A5007527919 @default.
- W4240765130 hasAuthorship W4240765130A5008943199 @default.
- W4240765130 hasAuthorship W4240765130A5010065519 @default.
- W4240765130 hasAuthorship W4240765130A5013474067 @default.
- W4240765130 hasAuthorship W4240765130A5017998821 @default.
- W4240765130 hasAuthorship W4240765130A5020335400 @default.
- W4240765130 hasAuthorship W4240765130A5027180596 @default.
- W4240765130 hasAuthorship W4240765130A5039195087 @default.
- W4240765130 hasAuthorship W4240765130A5041436747 @default.
- W4240765130 hasAuthorship W4240765130A5043148274 @default.
- W4240765130 hasAuthorship W4240765130A5045368787 @default.
- W4240765130 hasAuthorship W4240765130A5065093980 @default.
- W4240765130 hasAuthorship W4240765130A5072420270 @default.
- W4240765130 hasAuthorship W4240765130A5079952144 @default.
- W4240765130 hasBestOaLocation W42407651301 @default.
- W4240765130 hasConcept C111368507 @default.
- W4240765130 hasConcept C127313418 @default.
- W4240765130 hasConcept C136894858 @default.
- W4240765130 hasConcept C143510601 @default.
- W4240765130 hasConcept C149767477 @default.
- W4240765130 hasConcept C153294291 @default.
- W4240765130 hasConcept C161798024 @default.
- W4240765130 hasConcept C16335420 @default.
- W4240765130 hasConcept C194520297 @default.
- W4240765130 hasConcept C205649164 @default.
- W4240765130 hasConcept C39432304 @default.
- W4240765130 hasConcept C49204034 @default.
- W4240765130 hasConcept C518008717 @default.
- W4240765130 hasConceptScore W4240765130C111368507 @default.
- W4240765130 hasConceptScore W4240765130C127313418 @default.
- W4240765130 hasConceptScore W4240765130C136894858 @default.
- W4240765130 hasConceptScore W4240765130C143510601 @default.
- W4240765130 hasConceptScore W4240765130C149767477 @default.
- W4240765130 hasConceptScore W4240765130C153294291 @default.
- W4240765130 hasConceptScore W4240765130C161798024 @default.
- W4240765130 hasConceptScore W4240765130C16335420 @default.
- W4240765130 hasConceptScore W4240765130C194520297 @default.
- W4240765130 hasConceptScore W4240765130C205649164 @default.
- W4240765130 hasConceptScore W4240765130C39432304 @default.
- W4240765130 hasConceptScore W4240765130C49204034 @default.
- W4240765130 hasConceptScore W4240765130C518008717 @default.
- W4240765130 hasLocation W42407651301 @default.
- W4240765130 hasLocation W42407651302 @default.
- W4240765130 hasLocation W42407651303 @default.
- W4240765130 hasLocation W42407651304 @default.
- W4240765130 hasLocation W42407651305 @default.
- W4240765130 hasLocation W42407651306 @default.
- W4240765130 hasLocation W42407651307 @default.
- W4240765130 hasOpenAccess W4240765130 @default.
- W4240765130 hasPrimaryLocation W42407651301 @default.
- W4240765130 hasRelatedWork W1671309412 @default.
- W4240765130 hasRelatedWork W2173009724 @default.
- W4240765130 hasRelatedWork W2184726404 @default.
- W4240765130 hasRelatedWork W2525422358 @default.
- W4240765130 hasRelatedWork W2768204598 @default.
- W4240765130 hasRelatedWork W2992873450 @default.
- W4240765130 hasRelatedWork W3134792003 @default.
- W4240765130 hasRelatedWork W3201217778 @default.
- W4240765130 hasRelatedWork W4221057659 @default.
- W4240765130 hasRelatedWork W4284709450 @default.
- W4240765130 isParatext "false" @default.
- W4240765130 isRetracted "false" @default.
- W4240765130 workType "article" @default.