1 citations · 1 across the 3 of their papers we have counts for
3 papers
Deep Learning Surrogates for Emulating Stochastic Climate Tipping Dynamics
Adeline Hillier, Jennifer Sleeman, Jay Brett +3
This work explores a dynamics-informed Temporal Fusion Transformer (TFT) as a data-driven surrogate for computationally intensive Earth system simulations. Focusing on multivariate…
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…
Difference Learning for Air Quality Forecasting Transport Emulation
Reed River Chen, Christopher Ribaudo, Jennifer Sleeman +6
Human health is negatively impacted by poor air quality including increased risk for respiratory and cardiovascular disease. Due to a recent increase in extreme air quality events,…