no code implementations • 18 Jul 2023 • George Miloshevich, Dario Lucente, Pascal Yiou, Freddy Bouchet
In addition, we show that the SWG emulator trained on 80 years of data is capable of estimating extreme return times of order of thousands of years for heatwaves longer than several days more precisely than the fit based on generalised extreme value distribution.
2 code implementations • 1 Aug 2022 • George Miloshevich, Bastien Cozian, Patrice Abry, Pierre Borgnat, Freddy Bouchet
The main scientific message is that most of the time, training neural networks for predicting extreme heatwaves occurs in a regime of lack of data.