Neural operators for accelerating scientific simulations and design

K Azizzadenesheli, N Kovachki, Z Li… - Nature Reviews …, 2024 - nature.com
Scientific discovery and engineering design are currently limited by the time and cost of
physical experiments. Numerical simulations are an alternative approach but are usually …

A low-to-no snow future and its impacts on water resources in the western United States

ER Siirila-Woodburn, AM Rhoades… - Nature Reviews Earth & …, 2021 - nature.com
Anthropogenic climate change is decreasing seasonal snowpacks globally, with potentially
catastrophic consequences on water resources, given the long-held reliance on snowpack …

A warming-induced reduction in snow fraction amplifies rainfall extremes

M Ombadi, MD Risser, AM Rhoades, C Varadharajan - Nature, 2023 - nature.com
The intensity of extreme precipitation events is projected to increase in a warmer climate,,,–,
posing a great challenge to water sustainability in natural and built environments. Of …

Climate change increased extreme monsoon rainfall, flooding highly vulnerable communities in Pakistan

FEL Otto, M Zachariah, F Saeed, A Siddiqi… - Environmental …, 2023 - iopscience.iop.org
As a direct consequence of extreme monsoon rainfall throughout the summer 2022 season
Pakistan experienced the worst flooding in its history. We employ a probabilistic event …

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 …

Insights from Earth system model initial-condition large ensembles and future prospects

C Deser, F Lehner, KB Rodgers, T Ault… - Nature Climate …, 2020 - nature.com
Internal variability in the climate system confounds assessment of human-induced climate
change and imposes irreducible limits on the accuracy of climate change projections …

Ocean mesoscale and frontal-scale ocean–atmosphere interactions and influence on large-scale climate: A review

H Seo, LW O'Neill, MA Bourassa, A Czaja… - Journal of …, 2023 - journals.ametsoc.org
Two decades of high-resolution satellite observations and climate modeling studies have
indicated strong ocean–atmosphere coupled feedback mediated by ocean mesoscale …

The Mediterranean climate change hotspot in the CMIP5 and CMIP6 projections

J Cos, F Doblas-Reyes, M Jury, R Marcos… - Earth System …, 2022 - esd.copernicus.org
The enhanced warming trend and precipitation decline in the Mediterranean region make it
a climate change hotspot. We compare projections of multiple Coupled Model …

[HTML][HTML] The Bei**g climate center climate system model (BCC-CSM): The main progress from CMIP5 to CMIP6

T Wu, Y Lu, Y Fang, X **n, L Li, W Li… - Geoscientific Model …, 2019 - gmd.copernicus.org
The main advancements of the Bei**g Climate Center (BCC) climate system model from
phase 5 of the Coupled Model Intercomparison Project (CMIP5) to phase 6 (CMIP6) are …

Increased US coastal hurricane risk under climate change

K Balaguru, W Xu, CC Chang, LR Leung, DR Judi… - Science …, 2023 - science.org
Several pathways for how climate change may influence the US coastal hurricane risk have
been proposed, but the physical mechanisms and possible connections between various …