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 …

Integrating scientific knowledge with machine learning for engineering and environmental systems

J Willard, X Jia, S Xu, M Steinbach, V Kumar - ACM Computing Surveys, 2022 - dl.acm.org
There is a growing consensus that solutions to complex science and engineering problems
require novel methodologies that are able to integrate traditional physics-based modeling …

Future global climate: scenario-based projections and near-term information

JY Lee, J Marotzke, G Bala, L Cao, S Corti… - Climate change 2021 …, 2021 - cambridge.org
This chapter assesses simulations of future global climate change, spanning time horizons
from the near term (2021–2040), mid-term (2041–2060), and long term (2081–2100) out to …

[PDF][PDF] Integrating physics-based modeling with machine learning: A survey

J Willard, X Jia, S Xu, M Steinbach… - arXiv preprint arXiv …, 2020 - beiyulincs.github.io
There is a growing consensus that solutions to complex science and engineering problems
require novel methodologies that are able to integrate traditional physics-based modeling …

The timing of unprecedented hydrological drought under climate change

Y Satoh, K Yoshimura, Y Pokhrel, H Kim… - Nature …, 2022 - nature.com
Droughts that exceed the magnitudes of historical variation ranges could occur increasingly
frequently under future climate conditions. However, the time of the emergence of …

[PDF][PDF] The central Chile mega drought (2010–2018): a climate dynamics perspective

RD Garreaud, JP Boisier, R Rondanelli… - International Journal …, 2020 - researchgate.net
Central Chile, home to more than 10 million inhabitants, has experienced an uninterrupted
sequence of dry years since 2010 with mean rainfall deficits of 20–40%. The so-called Mega …

Evaluation of the large EURO‐CORDEX regional climate model ensemble

R Vautard, N Kadygrov, C Iles, F Boberg… - Journal of …, 2021 - Wiley Online Library
The use of regional climate model (RCM)‐based projections for providing regional climate
information in a research and climate service contexts is currently expanding very fast. This …

Anthropogenic amplification of precipitation variability over the past century

W Zhang, T Zhou, P Wu - Science, 2024 - science.org
As the climate warms, the consequent moistening of the atmosphere increases extreme
precipitation. Precipitation variability should also increase, producing larger wet-dry swings …

[HTML][HTML] Partitioning climate projection uncertainty with multiple large ensembles and CMIP5/6

F Lehner, C Deser, N Maher, J Marotzke… - Earth System …, 2020 - esd.copernicus.org
Partitioning uncertainty in projections of future climate change into contributions from
internal variability, model response uncertainty and emissions scenarios has historically …

Robust future changes in meteorological drought in CMIP6 projections despite uncertainty in precipitation

AM Ukkola, MG De Kauwe, ML Roderick… - Geophysical …, 2020 - Wiley Online Library
Quantifying how climate change drives drought is a priority to inform policy and adaptation
planning. We show that the latest Coupled Model Intercomparison Project (CMIP6) …