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Pushing the frontiers in climate modelling and analysis with machine learning
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 …
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
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 …
society and ecosystems, making continued advances in our physical understanding of such …
Antarctic atmospheric river climatology and precipitation impacts
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 …
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
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 …
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
Abstract The Atmospheric River (AR) Tracking Method Intercomparison Project (ARTMIP) is
a community effort to systematically assess how the uncertainties from AR detectors …
a community effort to systematically assess how the uncertainties from AR detectors …
The shifting scales of western US landfalling atmospheric rivers under climate change
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 …
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
Abstract The catastrophic December 2022-January 2023 nine atmospheric rivers in
California underscore the urgent need to better understand such high-risk weather …
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
Identifying, detecting, and localizing extreme weather events is a crucial first step in
understanding how they may vary under different climate change scenarios. Pattern …
understanding how they may vary under different climate change scenarios. Pattern …
Evaluating uncertainty and modes of variability for Antarctic atmospheric rivers
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 …
profound and varying impacts along the coastlines and over the continent. The definition …
Global application of the atmospheric river scale
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 …
transport that play important roles in the global water cycle. Increasing scientific and societal …