Causal inference for time series

J Runge, A Gerhardus, G Varando, V Eyring… - Nature Reviews Earth & …, 2023 - nature.com
Many research questions in Earth and environmental sciences are inherently causal,
requiring robust analyses to establish whether and how changes in one variable cause …

Big Data in Earth system science and progress towards a digital twin

X Li, M Feng, Y Ran, Y Su, F Liu, C Huang… - Nature Reviews Earth & …, 2023 - nature.com
The concept of a digital twin of Earth envisages the convergence of Big Earth Data with
physics-based models in an interactive computational framework that enables monitoring …

Bringing physical reasoning into statistical practice in climate-change science

TG Shepherd - Climatic Change, 2021 - Springer
The treatment of uncertainty in climate-change science is dominated by the far-reaching
influence of the 'frequentist'tradition in statistics, which interprets uncertainty in terms of …

Climate-driven changes in the predictability of seasonal precipitation

PVV Le, JT Randerson, R Willett, S Wright… - Nature …, 2023 - nature.com
Climate-driven changes in precipitation amounts and their seasonal variability are expected
in many continental-scale regions during the remainder of the 21st century. However, much …

[HTML][HTML] Climate tip** point interactions and cascades: a review

N Wunderling, AS von der Heydt… - Earth System …, 2024 - esd.copernicus.org
Climate tip** elements are large-scale subsystems of the Earth that may transgress critical
thresholds (tip** points) under ongoing global warming, with substantial impacts on the …

Potential climate predictability of renewable energy supply and demand for Texas given the ENSO hidden state

M Zhang, L Yan, Y Amonkar, A Nayak, U Lall - Science Advances, 2024 - science.org
Climate variability influences renewable electricity supply and demand and hence system
reliability. Using the hidden states of the sea surface temperature of tropical Pacific Ocean …

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 …

Evaluating causal arctic‐midlatitude teleconnections in cmip6

E Galytska, K Weigel, D Handorf… - Journal of …, 2023 - Wiley Online Library
To analyze links among key processes that contribute to Arctic‐midlatitude teleconnections
we apply causal discovery based on graphical models known as causal graphs. First, we …

Small is beautiful: climate-change science as if people mattered

RR Rodrigues, TG Shepherd - PNAS nexus, 2022 - academic.oup.com
There is a widely accepted gap between the production and use of climate information. It is
also widely accepted that at least part of the reason for this situation lies in the challenge of …

Reconciling conflicting evidence for the cause of the observed early 21st century Eurasian cooling

S Outten, C Li, MP King, L Suo… - Weather and Climate …, 2022 - wcd.copernicus.org
It is now well established that the Arctic is warming at a faster rate than the global average.
This warming, which has been accompanied by a dramatic decline in sea ice, has been …