3 papers
physics.ao-ph2025
Discovering strategies for coastal resilience with AI-based prediction and optimization
Jared Markowitz, Alexander New, Jennifer Sleeman +5
Tropical storms cause extensive property damage and loss of life, making them one of the most destructive types of natural hazards. The development of predictive models that identi…
cs.LG2023
Data-efficient operator learning for solving high Mach number fluid flow problems
Noah Ford, Victor J. Leon, Honest Mrema +2
We consider the problem of using SciML to predict solutions of high Mach fluid flows over irregular geometries. In this setting, data is limited, and so it is desirable for models…
physics.flu-dyn2023
Ensemble models outperform single model uncertainties and predictions for operator-learning of hypersonic flows
Victor J. Leon, Noah Ford, Honest Mrema +2
High-fidelity computational simulations and physical experiments of hypersonic flows are resource intensive. Training scientific machine learning (SciML) models on limited high-fid…