Search Results for author: Valérian Jacques-Dumas

Found 2 papers, 0 papers with code

Estimation of AMOC transition probabilities using a machine learning based rare-event algorithm

no code implementations19 Jan 2024 Valérian Jacques-Dumas, René M. van Westen, Henk A. Dijkstra

Although the definition of the optimal score function, called ``committor function" is known, it is impossible in general to compute it a priori.

Deep Learning-based Extreme Heatwave Forecast

no code implementations17 Mar 2021 Valérian Jacques-Dumas, Francesco Ragone, Pierre Borgnat, Patrice Abry, Freddy Bouchet

The present work explores the use of deep learning architectures, trained using outputs of a climate model, as an alternative strategy to forecast the occurrence of extreme long-lasting heatwaves.

Transfer Learning

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