Artificial intelligence for climate prediction of extremes: State of the art, challenges, and future perspectives

S Materia, LP García, C van Straaten… - Wiley …, 2024 - Wiley Online Library
Extreme events such as heat waves and cold spells, droughts, heavy rain, and storms are
particularly challenging to predict accurately due to their rarity and chaotic nature, and …

Frontiers in attributing climate extremes and associated impacts

SE Perkins-Kirkpatrick, LV Alexander, AD King… - Frontiers in …, 2024 - frontiersin.org
The field of extreme event attribution (EEA) has rapidly developed over the last two decades.
Various methods have been developed and implemented, physical modelling capabilities …

Generative emulation of weather forecast ensembles with diffusion models

L Li, R Carver, I Lopez-Gomez, F Sha, J Anderson - Science Advances, 2024 - science.org
Uncertainty quantification is crucial to decision-making. A prominent example is probabilistic
forecasting in numerical weather prediction. The dominant approach to representing …

Could an extremely cold central European winter such as 1963 happen again despite climate change?

S Sippel, C Barnes, C Cadiou, E Fischer… - Weather and Climate …, 2024 - wcd.copernicus.org
Central European winters have warmed markedly since the mid-20th century. Yet cold
winters are still associated with severe societal impacts on energy systems, infrastructure …

Global emergence of regional heatwave hotspots outpaces climate model simulations

K Kornhuber, S Bartusek, R Seager… - Proceedings of the …, 2024 - pnas.org
Multiple recent record-shattering weather events raise questions about the adequacy of
climate models to effectively predict and prepare for unprecedented climate impacts on …

Machine learning–based extreme event attribution

JT Trok, EA Barnes, FV Davenport… - Science Advances, 2024 - science.org
The observed increase in extreme weather has prompted recent methodological advances
in extreme event attribution. We propose a machine learning–based approach that uses …

Extremes of summer Arctic sea ice reduction investigated with a rare event algorithm

J Sauer, J Demaeyer, G Zappa, F Massonnet… - Climate Dynamics, 2024 - Springer
Various studies identified possible drivers of extremes of Arctic sea ice reduction, such as
observed in the summers of 2007 and 2012, including preconditioning, local feedback …

Dynamics, Statistics, and Predictability of Rossby Waves, Heat Waves, and Spatially Compounding Extreme Events

V Lembo, S Bordoni, E Bevacqua… - Bulletin of the …, 2024 - journals.ametsoc.org
AFFILIATIONS: a Institute of Atmospheric Sciences and Climate, National Research Council
of Italy (CNR-ISAC), Bologna, Italy; b Department of Civil, Environmental and Mechanical …

Enhanced Pacific Northwest heat extremes and wildfire risks induced by the boreal summer intraseasonal oscillation

SW Lubis, Z Chen, J Lu, S Hagos, CC Chang… - npj Climate and …, 2024 - nature.com
The occurrence of extreme hot and dry summer conditions in the Pacific Northwest region of
North America (PNW) has been known to be influenced by climate modes of variability such …

Mortality impacts of the most extreme heat events

T Matthews, C Raymond, J Foster… - Nature Reviews Earth & …, 2025 - nature.com
Extreme heat threatens human life, evidenced by> 260,000 heat-related fatalities collectively
in the deadliest events since 2000. In this Review, we link physical climate science with heat …