Improving short-term sea ice concentration forecasts using deep learning

C Palerme, T Lavergne, J Rusin, A Melsom… - The …, 2024 - tc.copernicus.org
Reliable short-term sea ice forecasts are needed to support maritime operations in polar
regions. While sea ice forecasts produced by physically based models still have limited …

Data-Driven Uncertainty-Aware Forecasting of Sea Ice Conditions in the Gulf of Ob Based on Satellite Radar Imagery

SM Ailuro, A Nedorubova, T Grigoryev… - arXiv preprint arXiv …, 2024 - arxiv.org
The increase in Arctic marine activity due to rapid warming and significant sea ice loss
necessitates highly reliable, short-term sea ice forecasts to ensure maritime safety and …

[PDF][PDF] Cyril Palerme1, Thomas Lavergne1, Jozef Rusin1, Arne Melsom1, Julien Brajard2, Are Frode Kvanum1

AM Sørensen, L Bertino, M Müller - egusphere.copernicus.org
Reliable short-term sea ice forecasts are needed to support maritime operations in polar
regions. While sea ice forecasts produced by physical-based models still have limited …

[PDF][PDF] Icy Waters: Developing a Test-Suite to Benchmark Sea Ice Concentration Forecasting

K McGuigan, KA Scott, S Rambhatla - sirisharambhatla.com
Artificial intelligence (AI) for Climate Change efforts have made significant progress in
forecasting atmospheric weather patterns and events. Despite this, translating these gains in …