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Operator-theoretic approaches for coherent feature extraction in complex systems
Presenter
- Dimitrios Giannakis
May 11, 2021
IMSI
Combining Stochastic Parameterized Reduced Order Models with Machine Learning for Data Assimilation and Uncertainty Quantification with Partial Observations
Presenter
- Nan Chen
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
Accelerated Parametric Uncertainty Quantification and Optimal Data Acquisition in an Idealized Global Atmosphere Model
Presenter
- Oliver Dunbar
October 31, 2022
IMSI
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
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
Building Digital Twins of the Earth for NVIDIA’s Earth-2 Initiative
Presenter
- Karthik Kashinath
November 2, 2022
IMSI
Physics to Machine learning and machine leaning back to physics
Presenter
- Pierre Gentine
November 1, 2022
IMSI