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The Hannah Montana Dream Made Real for Earth Systems Modeling - Charlotte Moser

University of Wisconsin-Madison
2025
Earth Systems Modeling
climate modeling
machine learning
Data Assimilation
El Niño Southern Oscillation
ENSO
climate science
computational modeling
atmospheric science
Oceanography
Climate Prediction
Environmental Modeling
artificial intelligence
Geophysical Modeling
earth science
Numerical Simulation
Climate Dynamics
Operational Models
Idealized Models
Scientific Computing
weather prediction
Environmental Data Science
climate variability
Pacific Ocean
Extreme Events
statistical modeling
interpretable AI
Climate Research
Simulation Science
Computational Earth Science

This research develops a machine-learning and data-assimilation framework that combines idealized and operational Earth systems models into a high-resolution, physically realistic “bridging model.” Applied to the El Niño–Southern Oscillation, the approach improves climate simulation accuracy while enabling exploration of alternative climate regimes and physically consistent what-if scenarios.

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