AI for Extreme Weather Events

AI for Extreme Weather Events (slides)

Bianca Zadrozny; Peetak Mitra

Overview lecture Introductory Educational materials South America Extreme Weather Reinforcement Learning Supervised Learning Unsupervised Learning

World Weather Attribution

Web application Introductory Research Global Extreme Weather

MetNet: A Neural Weather Model for Precipitation Forecasting

Casper Kaae Sønderby; Lasse Espeholt; Jonathan Heek; Mostafa Dehghani; Avital Oliver; Tim Salimans; Shreya Agrawal; Jason Hickey; Nal Kalchbrenner

Preprint paper Advanced Research Global Weather & Climate Extreme Weather Supervised Learning

MetNet-2

Lasse Espeholt; Shreya Agrawal; Casper Sønderby; Manoj Kumar; Jonathan Heek; Carla Bromberg; Cenk Gazen; Rob Carver; Marcin Andrychowicz; Jason Hickey; Aaron Bell; Nal Kalchbrenner

Journal article Advanced Research Global Weather & Climate Extreme Weather Supervised Learning

Jaideep Pathak; Shashank Subramanian; Peter Harrington; Sanjeev Raja; Ashesh Chattopadhyay; Morteza Mardani; Thorsten Kurth; David Hall; Zongyi Li; Kamyar Azizzadenesheli; Pedram Hassanzadeh; Karthik Kashinath; Animashree Anandkumar

Preprint paper Advanced Research Global Weather & Climate Extreme Weather Supervised Learning Reinforcement Learning

Pangu-Weather

Kaifeng Bi; Lingxi Xie; Hengheng Zhang; Xin Chen; Xiaotao Gu; Qi Tian

Journal article Advanced Research Global Weather & Climate Extreme Weather Unsupervised Learning

GraphCast

Remi Lam; Alvaro Sanchez-Gonzalez; Matthew Willson; Peter Wirnsberger; Meire Fortunato; Ferran Alet; Suman Ravuri; Timo Ewalds; Zach Eaton-Rosen; Weihua Hu; Alexander Merose; Stephan Hoyer; George Holland; Oriol Vinyals; Jacklynn Stott; Alexander Pritzel; Shakir Mohamed; Peter Battaglia

Journal article Advanced Research Global Weather & Climate Extreme Weather Supervised Learning

ClimaX

Tung Nguyen; Johannes Brandstetter; Ashish Kapoor; Jayesh K. Gupta; Aditya Grover

Preprint paper Advanced Research Global Weather & Climate Extreme Weather Unsupervised Learning

Spherical Fourier Neural Operators: Learning Stable Dynamics on the Sphere (SFNO)

Boris Bonev; Thorsten Kurth; Christian Hundt; Jaideep Pathak; Maximilian Baust; Karthik Kashinath; Anima Anandkumar

Preprint paper Advanced Research Global Weather & Climate Extreme Weather Supervised Learning

MetNet-3: A state-of-the-art neural weather model available in Google products

Marcin Andrychowicz; Lasse Espeholt; Di Li; Samier Merchant; Alexander Merose; Fred Zyda; Shreya Agrawal; Nal Kalchbrenner

Preprint paper Advanced Research Global Weather & Climate Extreme Weather Supervised Learning

AtmoRep

Christian Lessig; Ilaria Luise; Bing Gong; Michael Langguth; Scarlet Stadtler; Martin Schultz

Preprint paper Advanced Research Global Weather & Climate Extreme Weather Unsupervised Learning

AIFS (AI Integrated Forecasting System)

ECMWF

Blog post Advanced Research Global Weather & Climate Extreme Weather Unsupervised Learning

Neural GCMs

Dmitrii Kochkov; Janni Yuval; Ian Langmore; Peter Norgaard; Jamie Smith; Griffin Mooers; Milan Klöwer; James Lottes; Stephan Rasp; Peter Düben; Sam Hatfield; Peter Battaglia; Alvaro Sanchez-Gonzalez; Matthew Willson; Michael P. Brenner; Stephan Hoyer

Journal article Advanced Research Global Weather & Climate Extreme Weather Supervised Learning

Stormer: Scaling transformer neural networks for skillful and reliable medium-range weather forecasting

Tung Nguyen; Rohan Shah; Hritik Bansal; Troy Arcomano; Romit Maulik; Veerabhadra Kotamarthi; Ian Foster; Sandeep Madireddy; Aditya Grover

Preprint paper Advanced Research Global Weather & Climate Extreme Weather Unsupervised Learning

Aurora

Cristian Bodnar; Wessel P. Bruinsma; Ana Lucic; Megan Stanley; Anna Allen; Johannes Brandstetter; Patrick Garvan; Maik Riechert; Jonathan A. Weyn; Haiyu Dong; Jayesh K. Gupta; Kit Thambiratnam; Alexander T. Archibald; Chun-Chieh Wu; Elizabeth Heider; Max Welling; Richard E. Turner; Paris Perdikaris

Journal article Advanced Research Global Weather & Climate Extreme Weather Unsupervised Learning

Prithvi WxC: Foundation Model for Weather and Climate

Johannes Schmude; Sujit Roy; Will Trojak; Johannes Jakubik; Daniel Salles Civitarese; Shraddha Singh; Julian Kuehnert; Kumar Ankur; Aman Gupta; Christopher E Phillips; Romeo Kienzler; Daniela Szwarcman; Vishal Gaur; Rajat Shinde; Rohit Lal; Arlindo Da Silva; Jorge Luis Guevara Diaz; Anne Jones; Simon Pfreundschuh; Amy Lin; Aditi Sheshadri; Udaysankar Nair; Valentine Anantharaj; Hendrik Hamann; Campbell Watson; Manil Maskey; Tsengdar J Lee; Juan Bernabe Moreno; Rahul Ramachandran

Conference paper Advanced Research Global Weather & Climate Extreme Weather Unsupervised Learning

AI foundation models for weather and climate: Applications, design, and implementation

S. Karthik Mukkavilli; Daniel Salles Civitarese; Johannes Schmude; Johannes Jakubik; Anne Jones; Nam Nguyen; Christopher Phillips; Sujit Roy; Shraddha Singh; Campbell Watson; Raghu Ganti; Hendrik Hamann; Udaysankar Nair; Rahul Ramachandran; Kommy Weldemariam

Preprint paper Intermediate Research Global Weather & Climate Extreme Weather Supervised Learning Unsupervised Learning

Long-term drought prediction using deep neural networks based on geospatial weather data

Alexander Marusov; Vsevolod Grabar; Yury Maximov; Nazar Sotiriadi; Alexander Bulkin; Alexey Zaytsev

Journal article Advanced Research Global Weather & Climate Extreme Weather Supervised Learning Unsupervised Learning