Pushing the frontiers in climate modelling and analysis with machine learning

V Eyring, WD Collins, P Gentine, EA Barnes… - Nature Climate …, 2024 - nature.com
Climate modelling and analysis are facing new demands to enhance projections and
climate information. Here we argue that now is the time to push the frontiers of machine …

A review of recent and emerging machine learning applications for climate variability and weather phenomena

MJ Molina, TA O'Brien, G Anderson… - … Intelligence for the …, 2023 - journals.ametsoc.org
Climate variability and weather phenomena can cause extremes and pose significant risk to
society and ecosystems, making continued advances in our physical understanding of such …

Antarctic atmospheric river climatology and precipitation impacts

JD Wille, V Favier, IV Gorodetskaya… - Journal of …, 2021 - Wiley Online Library
The Antarctic ice sheet (AIS) is sensitive to short‐term extreme meteorological events that
can leave long‐term impacts on the continent's surface mass balance (SMB). We investigate …

Intense atmospheric rivers can weaken ice shelf stability at the Antarctic Peninsula

JD Wille, V Favier, NC Jourdain, C Kittel… - … Earth & Environment, 2022 - nature.com
The disintegration of the ice shelves along the Antarctic Peninsula have spurred much
discussion on the various processes leading to their eventual dramatic collapse, but without …

Increases in future AR count and size: Overview of the ARTMIP Tier 2 CMIP5/6 experiment

TA O'Brien, MF Wehner, AE Payne… - Journal of …, 2022 - Wiley Online Library
Abstract The Atmospheric River (AR) Tracking Method Intercomparison Project (ARTMIP) is
a community effort to systematically assess how the uncertainties from AR detectors …

The shifting scales of western US landfalling atmospheric rivers under climate change

AM Rhoades, AD Jones, A Srivastava… - Geophysical …, 2020 - Wiley Online Library
Atmospheric rivers (ARs) can be a boon and bane to water resource managers as they have
the ability to replenish water reserves, but they can also generate million‐to‐billion‐dollar …

Back-to-back high category atmospheric river landfalls occur more often on the west coast of the United States

Y Zhou, M Wehner, W Collins - Communications Earth & Environment, 2024 - nature.com
Abstract The catastrophic December 2022-January 2023 nine atmospheric rivers in
California underscore the urgent need to better understand such high-risk weather …

ClimateNet: An expert-labelled open dataset and Deep Learning architecture for enabling high-precision analyses of extreme weather

Prabhat, K Kashinath, M Mudigonda… - Geoscientific Model …, 2020 - gmd.copernicus.org
Identifying, detecting, and localizing extreme weather events is a crucial first step in
understanding how they may vary under different climate change scenarios. Pattern …

Evaluating uncertainty and modes of variability for Antarctic atmospheric rivers

CA Shields, JD Wille… - Geophysical …, 2022 - Wiley Online Library
Antarctic atmospheric rivers (ARs) are driven by their synoptic environments and lead to
profound and varying impacts along the coastlines and over the continent. The definition …

Global application of the atmospheric river scale

B Guan, DE Waliser, FM Ralph - Journal of Geophysical …, 2023 - Wiley Online Library
Atmospheric rivers (ARs) are narrow, elongated, transient corridors of enhanced water vapor
transport that play important roles in the global water cycle. Increasing scientific and societal …