- Simulate more rivers covering the Boston subway system to fully simulate its resilience - Hourly hydrologic models to remove the hydrograph assumption - Integrate new architectures for AI downscaler - Integrate LOCA as reference comparison for downscaling - Implement AI emulator for hydrodynamic model (adapting Taysi et al. 2024) - Extend POC to Mystic River to cover MBTA subway - Generalize end-to-end process to other cities (downscaling, flood modeling, urban rail network simulation) - Automatable data downloads - Automatable data processing for simulations - Uncertainty quantification