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physics.ao-ph2026
Observation-Guided Neural Surrogate Learning for Scientific Simulation Emulation: A Single-Gauge Flood-Inundation Proof of Concept
Marzieh Alireza Mirhoseini
We present an observation-guided neural surrogate-learning framework for scientific simulation emulation, demonstrated on urban flood-inundation mapping. The framework combines LIS…
physics.ao-ph2024
Learning Surrogate Rainfall-driven Inundation Models with Few Data
Marzieh Alireza Mirhoseini
Flood hazard assessment demands fast and accurate predictions. Hydrodynamic models are detailed but computationally intensive, making them impractical for quantifying uncertainty o…