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20212026
most citedDeep Learning-based Extreme Heatwave Forecast

93 citations · 107 across the 7 of their papers we have counts for

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physics.ao-ph2026

Constructing efficient score functions for rare event simulation in high-dimensional ocean-climate models

Lucas Esclapez, Valérian Jacques-Dumas, Reyk Börner +2

Calculating transition probabilities between different states of multistable climate tipping systems is computationally challenging in high-dimensional models. Targeted algorithms,…

physics.ao-ph2025

Quantification of the cascading tipping probability from the AMOC to the Amazon rainforest

Valérian Jacques-Dumas, Henk A. Dijkstra

The Amazon rainforest and the AMOC are considered to be tipping elements: they are important components of the Earth system, but may collapse under climate change. Moreover, an AMO…

physics.ao-ph2024

Resilience of the Atlantic Meridional Overturning Circulation

Valérian Jacques-Dumas, Henk A. Dijkstra, Christian Kuehn

We address the issue of resilience of the Atlantic Meridional Overturning Circulation (AMOC) given the many indications that this dynamical system is in a multi-stable regime. A no…

physics.ao-ph2024★ 1 cited

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

Valérian Jacques-Dumas, René M. van Westen, Henk A. Dijkstra

The Atlantic Meridional Overturning Circulation (AMOC) is an important component of the global climate, known to be a tipping element, as it could collapse under global warming. Th…

physics.ao-ph2023★ 13 cited

Data-driven methods to estimate the committor function in conceptual ocean models

Valérian Jacques-Dumas, René M. van Westen, Freddy Bouchet +1

In recent years, several climate subsystems have been identified that may undergo a relatively rapid transition compared to the changes in their forcing. Such transitions are rare…