Additional Sectors

Additional AI-for-climate sectors (slides) English Español Português

Climate Change AI

Overview lecture Introductory Educational materials Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Machine-learning-based evidence and attribution mapping of 100,000 climate impact studies

Max Callaghan; Carl-Friedrich Schleussner; Shruti Nath; Quentin Lejeune; Thomas R. Knutson; Markus Reichstein; Gerrit Hansen; Emily Theokritoff; Marina Andrijevic; Robert J. Brecha; Michael Hegarty; Chelsea Jones; Kaylin Lee; Agathe Lucas; Nicole van Maanen; Inga Menke; Peter Pfleiderer; Burcu Yesil; Jan C. Minx

Journal article Intermediate Research Global Societal Adaptation & Resilience Supervised Learning Natural Language Processing

Modeling enteric methane emission from dairy cows using deep learning approach

Amir Sahraei; Deise Knob; Christian Lambertz; Andreas Gattinger; Lutz Breuer

Journal article Intermediate Research Global Agriculture & Food Supervised Learning Supervised Learning

Using machine learning to understand causal relationships between urban form and travel CO2 emissions across continents

Felix Wagner; Florian Nachtigall; Lukas Franken; Nikola Milojevic-Dupont; Rafael H.M. Pereira; Nicolas Koch; Jakob Runge; Marta Gonzalez; Felix Creutzig

Preprint paper Advanced Research Global Cities & Urban Planning Transportation Supervised Learning Causal & Bayesian Methods

Climate Change 2021: The Physical Science Basis (AR6 WGI)

IPCC

Report (international organization) International organization Global Weather & Climate Extreme Weather Climate Science & Modeling

Climate Change 2022: Impacts, Adaptation, and Vulnerability (AR6 WGII)

IPCC

Report (international organization) International organization Global Weather & Climate Disaster Management and Relief Oceans & Marine Systems Ecosystems & Biodiversity Extreme Weather Fire Forests Health Societal Adaptation & Resilience

Climate Change 2022: Mitigation of Climate Change (AR6 WGIII)

IPCC

Report (international organization) International organization Global Agriculture & Food Behavioral and Social Science Buildings Carbon Capture & Sequestration Chemistry & Materials Cities & Urban Planning Climate Finance & Economics Climate Justice Climate Policy Forests Heavy Industry and Manufacturing Land Use Power & Energy Public Policy Transportation Supply Chains

Open Climate Fix - Solar Forecasting

OpenClimateFix

Tool Intermediate Industry Europe Weather & Climate Power & Energy Supervised Learning Computer Vision & Remote Sensing Time-series Analysis Supervised Learning

Revealing building operating carbon dynamics for multiple cities

Winston Yap; Abraham Noah Wu; Clayton Miller; Filip Biljecki

Journal article Intermediate Research Global Cities & Urban Planning Buildings Supervised Learning Supervised Learning

Machine Learning Models for Prediction of Scope 3 Carbon Emissions

George Serafeim; Gladys Vélez Caicedo

Preprint paper Intermediate Research Global Impact Assessment Supervised Learning Supervised Learning

Predicting European cities’ climate mitigation performance using machine learning

Angel Hsu; Xuewei Wang; Jonas Tan; Wayne Toh; Nihit Goyal

Journal article Intermediate Research Europe Impact Assessment Supervised Learning Supervised Learning

Automatic detection of methane emissions in multispectral satellite imagery using a vision transformer

Bertrand Rouet-Leduc; Claudia Hulbert

Journal article Intermediate Research Global Predictive Maintenance Power & Energy Supervised Learning Computer Vision & Remote Sensing

Manufacturing process energy consumption modeling: a methodology to identify the most appropriate model

Henry Ekwaro-Osire; Dennis Bode; Jan-Hendrik Ohlendorf; Klaus-Dieter Thoben

Journal article Intermediate Research Global Heavy Industry and Manufacturing Supervised Learning Supervised Learning

Deep learning of nanoporous materials for chemical separations

Gustavo Perez

Blog post Intermediate Research Global Chemistry & Materials Supervised Learning Computer Vision & Remote Sensing Supervised Learning Computer-Human Interaction

Game Theory on the Ground: The Effect of Increased Patrols on Deterring Poachers

Lily Xu; Andrew Perrault; Andrew Plumptre; Margaret Driciru; Fred Wanyama; Aggrey Rwetsiba; Milind Tambe

Preprint paper Advanced Research Global Ecosystems & Biodiversity Supervised Learning Causal & Bayesian Methods

Spatial planning of urban communities via deep reinforcement learning

Yu Zheng; Yuming Lin; Liang Zhao; Tinghai Wu; Depeng Jin; Yong Li

Journal article Advanced Research Asia Cities & Urban Planning Reinforcement Learning Reinforcement Learning

Machine learning analysis and risk prediction of weather-sensitive mortality related to cardiovascular disease during summer in Tokyo, Japan

Yukitaka Ohashi; Tomohiko Ihara; Kazutaka Oka; Yuya Takane; Yukihiro Kikegawa

Journal article Advanced Research Asia Societal Adaptation & Resilience Extreme Weather Supervised Learning Supervised Learning

Water Resilience Tracker Country Reports

Alliance for Global Water Adaptation (AGWA)

Report (international organization) Intermediate International organization Global Societal Adaptation & Resilience Supervised Learning Natural Language Processing

Modeling climate change impacts on vector-borne disease using machine learning models: Case study of Visceral leishmaniasis (Kala-azar) from Indian state of Bihar

Shubham Kumar; Aman Srivastava; Rajib Maity

Journal article Advanced Research Global Health Supervised Learning Supervised Learning

AI4PEP Video Series

The Global South Artificial Intelligence for Pandemic, Epidemic, Preparedness & Response (AI4PEP) Network

Video series Introductory Research Global Health Supervised Learning Supervised Learning

Deep learning and process understanding for data-driven Earth system science

Markus Reichstein; Gustau Camps-Valls; Bjorn Stevens; Martin Jung; Joachim Denzler; Nuno Carvalhais; Prabhat

Journal article Intermediate Research Global Climate Science & Modeling Supervised Learning Unsupervised Learning Computer Vision & Remote Sensing Generative Modeling Hybrid Physical Models Time-series Analysis