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Integrating the spectral analysis of neural networks and nonlinear physics for explainability, generalizability, and stability
Presenter
- Pedram Hassanzadeh
November 4, 2022
IMSI
Neural-network parameterization of subgrid momentum transport learned from a high-resolution simulation
Presenter
- Janni Yuval
November 3, 2022
IMSI
High-resolution climate modeling using coarse-scale models and reanalysis data
Presenter
- Themistoklis Sapsis
November 3, 2022
IMSI
Probabilistic forecast of extreme heat waves using convolutional neural networks and rare event simulations
Presenter
- Freddy Bouchet
November 2, 2022
IMSI
Extracting climate cycles from spatiotemporal data and detecting emergence and disappearance of coherent phenomena across multiple dynamic regimes
Presenter
- Gary Froyland
November 2, 2022
IMSI
Smashing Cities and Planets with Rare Event Sampling and AI
Presenter
- Dorian Abbot
November 1, 2022
IMSI
Physics to Machine learning and machine leaning back to physics
Presenter
- Pierre Gentine
November 1, 2022
IMSI
Using data-informed methods towards an improved understanding and representation of atmospheric gravity waves
Presenter
- Aditi Sheshadri
November 1, 2022
IMSI
Explainable AI (XAI) for Climate Science: Detection, Prediction and Discovery
Presenter
- Elizabeth Barnes
October 31, 2022
IMSI
Artificial intelligence with uncertainty quantification can plug gaps in climate science and inform multi sector resilience
Presenter
- Auroop Ganguly
October 31, 2022
IMSI