Climate change
See :
- “Extreme events and Climate Change” in AI4ES/Extremes events
- AI4ES/AC, AQ
# Resources
- The IPCC’s sixth assessment report on climate science (summary)
- Climate change: science and solutions
- Carbonbrief - Website covering the latest developments in climate science, climate policy and energy policy
- Climate Central - Researching and reporting the science and impacts of climate change
- Climate Feedback - worldwide network of scientists sorting fact from fiction in climate change media coverage
- Using AI and machine learning to kickstart climate change fightback
- Digital technology and the planet - How can digital technologies be harnessed to tackle climate change?
- Artificial Intelligence and Climate Change Opportunities, considerations, and policy levers to align AI with climate change goals
- To what extent can artificial intelligence help tackle climate change today?
- Most important numbers to know about climate change
- Global Carbon Budget
- Global Carbon Atlas
- Some new climate models are projecting extreme warming. Are they correct?
- Climate change indices
- Resource Watch provides trusted and timely data for a sustainable future
- Centre for AI & climate - The Centre for AI & Climate is the leading organisation focused on advancing the application of data science and AI to accelerate action on climate change.
- Very Few Young Techies Are Trying to Do the Big Hard Things
- AI Is Not a Silver Bullet Against Climate Change - interview Lynn Kaack
- Is AI and Deep Learning a Climate Change Threat?
- Extreme weather takes climate change models ‘off the scale’
# ESA CCI
# Copernicus Climate Change Service
- Copernicus climate change service (C3S)
- #PAPER The Copernicus Climate Change Service: Climate Science in Action (Buontempo 2022)
# ClimateChange AI
- https://www.climatechange.ai/
- Climate Change AI Wiki
- Climate change 101
- CCAI webinars
- Climate Change AI Workshop Papers
- #TALK https://www.youtube.com/channel/UCyjDr_aoMlzhSvCTdT7eZ9g/videos
- #TALK Machine Learning 101 for CC
# Code
- #CODE
Code Carbon
- Python package that integrates into your code and estimates the amount of CO2 used by the computing resources used to execute the code
- #PAPER Energy Usage Reports: Environmental awareness as part of algorithmic accountability (Lottick 2020)
# Data and visualizations
- En-ROADS Climate Solutions Simulator
- fast, powerful climate simulation tool for understanding how we can achieve our climate goals through changes in energy, land use, consumption, agriculture, and other policies. The simulator focuses on how changes in global GDP, energy efficiency, technological innovation, and carbon price influence carbon emissions, global temperature, and other factors
- Climate impact explorer
- CO₂ and Greenhouse Gas Emissions
- Datasets APIs and open source projects related to Climate Change
- IPCC Working Group I (WGI) - Sixth Assessment Report - Interactive Atlas
- Attributing extreme weather to climate change (VIZ)
# Courses
# Talks
- #TALK Artificial Intelligence in ESA Contribution to the United Nations Framework Convention on Climate Change (UNFCCC) : An Overview
- #TALK Digital twins for understanding and adapting to climate change (Bjorn Stevens)
- #TALK Al Gore and the Climate TRACE Coalition release detailed inventory of the sources of GHG emissions worldwide
# References
- #PAPER The ESA Climate Change Initiative: Satellite Data Records for Essential Climate Variables (Hollmann 2013)
- #PAPER High chance that current atmospheric greenhouse concentrations commit to warmings greater than 1.5 °C over land (Huntingford 2016)
- #PAPER Tackling Climate Change with Machine Learning (Rolnick 2019)
- #PAPER Developing an Open Data Portal for the ESA Climate Change Initiative (Kershaw 2020)
- #PAPER Global warming makes weather in boreal summer more persistent (Coumou 2020)
- #PAPER The Climate Response to Emissions Reductions Due to COVID‐19: Initial Results From CovidMIP (Jones 2021)
- #PAPER #REVIEW Artificial Intelligence and Climate Change (Kaack, CCAI people 2021)
- #PAPER Increasing probability of record-shattering climate extremes (Fischer 2021)
- #PAPER The geographic disparity of historical greenhouse emissions and projected climate change (Van Houtan 2021)
- #PAPER Using Machine Learning to Analyze Physical Causes of Climate Change: A Case Study of U.S. Midwest Extreme Precipitation (Davenport 2021)
- #PAPER Aligning artificial intelligence with climate change mitigation (Kaack 2022)