Name: ML for Earth System Modelling and Analytics workshop 2021
Start: 2021-05-03T14:30:00+02:00
End: 2021-05-04T18:10:00+02:00
Location: No location set

ML for Earth System Modelling and Analytics workshop 2021

from Monday, May 3, 2021 (2:30 PM) to Tuesday, May 4, 2021 (6:10 PM)

Monday, May 3, 2021

2:30 PM Welcome, logistics
Welcome, logistics
2:30 PM - 2:45 PM
2:45 PM Keynote 1: Leveraging Artificial Intelligence and Big data across the disaster risk management cycle; opportunities and challenges for the Red Cross - Marc van den Homberg (510/Netherlands Red Cross)
Keynote 1: Leveraging Artificial Intelligence and Big data across the disaster risk management cycle; opportunities and challenges for the Red Cross
- Marc van den Homberg (510/Netherlands Red Cross)
2:45 PM - 3:15 PM
3:15 PM Short break
Short break
3:15 PM - 3:20 PM
3:20 PM Earth System Modelling
Earth System Modelling
3:20 PM - 4:45 PM
Contributions

3:20 PM An ML Perspective on Closed Loop Tuning in Earth Science Simulators - David Greenberg (Hereon)

3:35 PM A machine learning-based air quality forecast system for Pacific Northwest - Kai Fan (CASUS/HZDR)

3:50 PM Near-surface temperature forecasting by deep learning - Bing Gong (Juelich Supercomputing Center)

4:05 PM Using machine learning techniques to classify ENSO events - Nicola Maher (U. Colorado, Boulder/MPI for Meteorology)

4:20 PM The Frontiers of Deep Learning for the Earth System Sciences - David Hall (NVIDIA)
Extreme Events and Impacts
Extreme Events and Impacts
3:20 PM - 4:45 PM
Contributions

3:20 PM Machine learning model of the plasmasphere to forecast satellite charging caused by solar storms - Stefano Bianco (GFZ Potsdam)

3:35 PM Denoising seismic data using a ResNeXt-50-based convolutional autoencoder - Jan Walda (University of Hamburg)

3:50 PM Artificial Intelligence for flood analysis: first results from the AI4Flood project - Shagun Garg (GFZ Potsdam)

4:05 PM Automated Damage Assessment - Jacopo Margutti (Netherlands Red Cross)

4:20 PM Supervised Machine Learning to investigate Heat Waves and Myocardial Infarctions in Augsburg, Germany - Lennart Marien (GERICS)
4:45 PM Break
Break
4:45 PM - 5:00 PM
5:00 PM Neural Earth System Modelling - Christopher Irrgang (GFZ Potsdam)
Neural Earth System Modelling
- Christopher Irrgang (GFZ Potsdam)
5:00 PM - 5:15 PM
5:15 PM Discussion (co-chaired by C. Kadow & L. Bouwer)
Discussion (co-chaired by C. Kadow & L. Bouwer)
5:15 PM - 6:00 PM
Tuesday, May 4, 2021

2:30 PM Lightning talks
Lightning talks
2:30 PM - 3:10 PM

3:10 PM Lightning talks interaction session
Lightning talks interaction session
3:10 PM - 3:40 PM

3:40 PM Short break
Short break
3:40 PM - 3:45 PM
3:45 PM Earth System Modelling
Earth System Modelling
3:45 PM - 5:15 PM
Contributions

3:45 PM 3D bias correction with deep learning in the Integrated Forecasting System - Thorsten Kurth (NVIDIA)

4:00 PM Building an Earth System Model emulator for local monthly temperature - Shruthi Nath (Climate Analytics/ETH Zürich)

4:15 PM Machine learning based post-processing of 2-m air temperature model output – a multi-model approach - Gabriel Stachura (Institute of Meteorology and Water Management (Poland))

4:30 PM Lossy Compression of Climate Data using Convolutional Autoencoders - Silke Donayre Holtz (KIT)

4:45 PM Building a versioned pipeline for ML-based quality control of environmental sensor data - Julius Polz (KIT)
Remote sensing and marine ecosystems
Remote sensing and marine ecosystems
3:45 PM - 5:15 PM
Contributions

3:45 PM Quantifying the impact of bedrock uncertainty on ice sheet model simulations by Gaussian Process modelling - Andreas Wernecke (MPI for Meteorology)

4:00 PM Remote Sensing of Global Ocean Wind Speed using GNSS Reflectometry and AI - Milad Asgarimehr (GFZ Potsdam)

4:15 PM Approximation of a marine ecosystem model using artificial neural networks - Markus Pfeil (Kiel University)

4:30 PM Artificial Intelligence for Cold Regions (AI-CORE) - a Pilot to bridge Data Analytics and Infrastructure Development - Long Duc Phan (AWI)
5:15 PM Break
Break
5:15 PM - 5:30 PM
5:30 PM Keynote 2: A mile wide and a pixel deep: Integrating computer vision and satellite imagery for coupled-natural human system modeling - Kelly Caylor (UCSB)
Keynote 2: A mile wide and a pixel deep: Integrating computer vision and satellite imagery for coupled-natural human system modeling
- Kelly Caylor (UCSB)
5:30 PM - 6:00 PM
6:00 PM Wrap-up
Wrap-up
6:00 PM - 6:10 PM