How machine learning could help to improve climate forecasts

N Jones - Nature, 2017 - go.gale.com
As Earth-observing satellites become more plentiful and climate models more powerful,
researchers who study global warming are facing a deluge of data. Some are now turning to …

Machine learning for weather and climate are worlds apart

D Watson-Parris - … Transactions of the Royal Society A, 2021 - royalsocietypublishing.org
Modern weather and climate models share a common heritage and often even components;
however, they are used in different ways to answer fundamentally different questions. As …

Machine learning and data mining approaches to climate science

V Lakshmanan, E Gilleland, A McGovern… - Proceedings of the 4th …, 2015 - Springer
The threat of climate change makes it crucial to improve our understanding of the climate
system. However, the volume and diversity of climate data from satellites, environmental …

The outlook for AI weather prediction

I Ebert-Uphoff, K Hilburn - 2023 - nature.com
The outlook for AI weather prediction Skip to main content Thank you for visiting nature.com.
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Do-it-yourself climate prediction

M Allen - Nature, 1999 - nature.com
Do-it-yourself climate prediction | Nature Skip to main content Thank you for visiting nature.com.
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Opportunities and challenges for machine learning in weather and climate modelling: hard, medium and soft AI

M Chantry, H Christensen… - … Transactions of the …, 2021 - royalsocietypublishing.org
In September 2019, a workshop was held to highlight the growing area of applying machine
learning techniques to improve weather and climate prediction. In this introductory piece, we …

Climate informatics: accelerating discovering in climate science with machine learning

C Monteleoni, GA Schmidt… - Computing in Science & …, 2013 - ieeexplore.ieee.org
Given the impact of climate change, understanding the climate system is an international
priority. The goal of climate informatics is to inspire collaboration between climate scientists …

Climate forecasting: Build high-resolution global climate models

T Palmer - Nature, 2014 - nature.com
Climate forecasting: Build high-resolution global climate models | Nature Skip to main content
Thank you for visiting nature.com. You are using a browser version with limited support for …

Tackling climate change with machine learning

D Rolnick, PL Donti, LH Kaack, K Kochanski… - ACM Computing …, 2022 - dl.acm.org
Climate change is one of the greatest challenges facing humanity, and we, as machine
learning (ML) experts, may wonder how we can help. Here we describe how ML can be a …

Climbing down Charney's ladder: machine learning and the post-Dennard era of computational climate science

V Balaji - … Transactions of the Royal Society A, 2021 - royalsocietypublishing.org
The advent of digital computing in the 1950s sparked a revolution in the science of weather
and climate. Meteorology, long based on extrapolating patterns in space and time, gave way …