Last days of work before Christmas and looking for a paper to read to procrastinate all other ToDo-items?
I present to you our latest paper, on parameterising #melt at the base of #Antarctic ice shelves with #NeuralNetworks!
http://doi.org/10.1029/2023MS003829
Coauthors on Mastodon: @nicojourd @tobifinn
We train a #NeuralNetwork to emulate cavity-resolving #NEMO simulations and show that Comparably small neural networks applied on the grid-cell level emulate well basal melt rates in near-present conditions
For warmer conditions, both neural networks and traditional parameterisations struggle
We think that these are promising results and provide a lot of food for thought for further development! Happy to discuss this further with anyone interested!
@climate_clara @nicojourd @tobifinn
Congrats Clara! You should present this in our session at #EGU24
@jordi_bolibar @nicojourd @tobifinn
Thanks! Unfortunately, there is an abstract limit of 1 and I already have submitted an abstract on another topic! But if you want to "invite" me, I'd be happy to submit in your session too