SD
AGU Research
Search
Filters
Clear All
Data-driven emulation of melt ponds on Arctic sea ice
DATA-DRIVEN SCIENCE: DEVELOPMENTS IN MACHINE LEARNING SUBGRID-SCALE PARAMETERIZATIONS AND IN REANALYSES ACROSS EARTH SYSTEM MODELING II POSTER
nonlinear geophysics | 12 december 2024
Simon Driscoll, Alberto Carrassi, Julien Brajard, ...
The formation and evolution of sea ice melt ponds are complex, insufficiently understood, and driven by meter-scale mechanisms unseen by numerical mod...
View Abstract
An observational emulator of melt ponds on Arctic sea ice using machine learning
ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING FOR THE CRYOSPHERE II ORAL
cryosphere | 09 december 2024
Simon Driscoll, Alberto Carrassi, Julien Brajard, ...
Sea ice melt pond formation and evolution is complex, insufficiently understood, and driven by meter-scale mechanisms unseen by numerical models. Melt...
View Abstract
A machine learning emulator of melt ponds on sea ice
MACHINE LEARNING AND THE CRYOSPHERE: DATA AND MODELING III ELIGHTNING
cryosphere | 14 december 2023
Simon Driscoll, Alberto Carrassi, Julien Brajard, ...
Sea ice plays an essential role in global ocean circulation and in regulating Earth's climate and weather. Melt ponds that form on the ice have a prof...
View Abstract
Replacing sub-grid parametrisations of sea ice melt ponds with a data driven emulator
MACHINE LEARNING SUBGRID-SCALE PARAMETERIZATIONS FOR EARTH SYSTEM MODELING II POSTER
nonlinear geophysics | 14 december 2023
Simon Driscoll, Alberto Carrassi, Julien Brajard, ...
Sea ice plays an essential role in global ocean circulation and in regulating Earth's climate and weather, and melt ponds that form on the ice have a ...
View Abstract
Sensitivity Analysis and Machine Learning of a Sea Ice Melt Pond Parametrisation
DATA-DRIVEN SUBGRID-SCALE PARAMETERIZATIONS FOR EARTH SYSTEM MODELING I ORAL
nonlinear geophysics | 12 december 2022
Simon Driscoll, Alberto Carrassi, Marc Bocquet, La...
Sea ice plays an essential role in global ocean circulation and in regulating Earth's climate and weather. Melt ponds that form on the ice have a prof...
View Abstract
Coupled Model Intercomparison Project 5 (CMIP5) simulations of climate following volcanic eruptions
JOURNAL OF GEOPHYSICAL RESEARCH: ATMOSPHERES
06 september 2012
Simon Driscoll, Alessio Bozzo, Lesley J. Gray, Ala...
The ability of the climate models submitted to the Coupled Model Intercomparison Project 5 (CMIP5) database to simulate the Northern He...