Iterative integration of deep learning in hybrid Earth surface system modelling

M Chen, Z Qian, N Boers, AJ Jakeman… - Nature Reviews Earth & …, 2023 - nature.com
Earth system modelling (ESM) is essential for understanding past, present and future Earth
processes. Deep learning (DL), with the data-driven strength of neural networks, has …

The effects of climate change on hailstorms

TH Raupach, O Martius, JT Allen, M Kunz… - Nature reviews earth & …, 2021 - nature.com
Hailstorms are dangerous and costly phenomena that are expected to change in response
to a warming climate. In this Review, we summarize current knowledge of climate change …

[HTML][HTML] Severe convective storms across Europe and the United States. Part II: ERA5 environments associated with lightning, large hail, severe wind, and tornadoes

M Taszarek, JT Allen, T Púčik… - Journal of …, 2020 - journals.ametsoc.org
Severe Convective Storms across Europe and the United States. Part II: ERA5
Environments Associated with Lightning, Large Hail, Severe Wind, and Tornadoes in …

Using machine learning to analyze physical causes of climate change: A case study of US Midwest extreme precipitation

FV Davenport, NS Diffenbaugh - Geophysical Research Letters, 2021 - Wiley Online Library
While global warming has generally increased the occurrence of extreme precipitation, the
physical mechanisms by which climate change alters regional and local precipitation …

Increased rainfall volume from future convective storms in the US

AF Prein, C Liu, K Ikeda, SB Trier… - Nature Climate …, 2017 - nature.com
Mesoscale convective system (MCS)-organized convective storms with a size of~ 100 km
have increased in frequency and intensity in the USA over the past 35 years, causing …

Projected increase in lightning strikes in the United States due to global warming

DM Romps, JT Seeley, D Vollaro, J Molinari - Science, 2014 - science.org
Lightning plays an important role in atmospheric chemistry and in the initiation of wildfires,
but the impact of global warming on lightning rates is poorly constrained. Here we propose …

Rainfall trends in the African Sahel: Characteristics, processes, and causes

M Biasutti - Wiley Interdisciplinary Reviews: Climate Change, 2019 - Wiley Online Library
Sahel rainfall is dynamically linked to the global Hadley cell and to the regional monsoon
circulation. It is therefore susceptible to forcings from remote oceans and regional land alike …

Changes in ecologically critical terrestrial climate conditions

NS Diffenbaugh, CB Field - Science, 2013 - science.org
Terrestrial ecosystems have encountered substantial warming over the past century, with
temperatures increasing about twice as rapidly over land as over the oceans. Here, we …

The invasion ecology of sleeper populations: Prevalence, persistence, and abrupt shifts

MJ Spear, JR Walsh, A Ricciardi, MJV Zanden - BioScience, 2021 - academic.oup.com
It is well established that nonnative species are a key driver of global environmental change,
but much less is known about the underlying drivers of nonnative species outbreaks …

Robust increases in severe thunderstorm environments in response to greenhouse forcing

NS Diffenbaugh, M Scherer… - Proceedings of the …, 2013 - National Acad Sciences
Although severe thunderstorms are one of the primary causes of catastrophic loss in the
United States, their response to elevated greenhouse forcing has remained a prominent …