Cover Image

Observation-Guided Neural Surrogate Learning for Scientific Simulation Emulation: A Single-Gauge Flood-Inundation Proof of Concept

Fuente: arXiv

Saved in:

Bibliographic Details
Main Author:	Mirhoseini, Marzieh Alireza
Format:	Preprint
Published:	2026
Subjects:	Atmospheric and Oceanic Physics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Learning Surrogate Rainfall-driven Inundation Models with Few Data
by: Mirhoseini, Marzieh Alireza
Published: (2024)

Learning Data-driven Surrogate and Correction Models for Satellite Observations in Numerical Weather Prediction
by: Buono, Gian Luca, et al.
Published: (2026)

Physically Interpretable Emulation of a Moist Convecting Atmosphere with a Recurrent Neural Network
by: Song, Qiyu, et al.
Published: (2025)

Graph Convolutional Neural Networks as Surrogate Models for Climate Simulation
by: Potter, Kevin, et al.
Published: (2024)

Building Ocean Climate Emulators
by: Subel, Adam, et al.
Published: (2024)

Parametric Sensitivities of a Wind-driven Baroclinic Ocean Using Neural Surrogates
by: Sun, Yixuan, et al.
Published: (2024)

Transfer Learning for Emulating Ocean Climate Variability across $CO_2$ forcing
by: Dheeshjith, Surya, et al.
Published: (2024)

Floods and Droughts in Asia, Europe, and America
by: Takahashi, Hiroshi G., et al.
Published: (2025)

EnsAI: An Emulator for Atmospheric Chemical Ensembles
by: Sitwell, Michael
Published: (2025)

CAMulator: Fast Emulation of the Community Atmosphere Model
by: Chapman, William E., et al.
Published: (2025)

Enforcing Equity in Neural Climate Emulators
by: Yik, William, et al.
Published: (2024)

AI-Based Regional Emulation for Kilometer-Scale Dynamical Downscaling
by: Sha, Yingkai, et al.
Published: (2026)

Technical Report: Towards Unified Diffusion Models for Multi-Model Climate Emulation at Scale
by: Immorlano, Francesco, et al.
Published: (2025)

The Physical Limit of Neural Hypoxia Detection in the Black Sea from Satellite Observations
by: Mangeleer, Victor, et al.
Published: (2026)

Exploring Randomly Wired Neural Networks for Climate Model Emulation
by: Yik, William, et al.
Published: (2022)

Learning Accurate Storm-Scale Evolution from Observations
by: Pathak, Jaideep, et al.
Published: (2026)

Retrodictive Forecasting: A Proof-of-Concept for Exploiting Temporal Asymmetry in Time Series Prediction
by: Damour, Cedric
Published: (2026)

Ensembles of Neural Surrogates for Parametric Sensitivity in Ocean Modeling
by: Sun, Yixuan, et al.
Published: (2025)

Learning Climate Sensitivity from Future Observations, Fast and Slow
by: Bauer, Adam Michael, et al.
Published: (2025)

Reanalysis-based Global Radiative Response to Sea Surface Temperature Patterns: Evaluating the Ai2 Climate Emulator
by: Van Loon, Senne, et al.
Published: (2025)

Applying the ACE2 Emulator to SST Green's Functions for the E3SMv3 Global Atmosphere Model
by: Wu, Elynn, et al.
Published: (2025)

Multi-Fidelity Emulation of Atmospheric Correction Coefficients with Physics-Guided Kolmogorov-Arnold Networks
by: Mazid, Md Abdullah Al, et al.
Published: (2026)

Difference Learning for Air Quality Forecasting Transport Emulation
by: Chen, Reed River, et al.
Published: (2024)

Deep-Learned Observation Operators for Artificial Intelligence Weather Forecasting Models
by: Lieberman, Kelsey, et al.
Published: (2026)

A Comprehensive Review of Coastal Compound Flooding Literature
by: Green, Joshua, et al.
Published: (2024)

Deep Learning Models for Flood Predictions in South Florida
by: Shi, Jimeng, et al.
Published: (2023)

An Efficient Regional Storm Surge Surrogate Model Training Strategy Under Evolving Landscape and Climate Scenarios
by: Liu, Ziyue, et al.
Published: (2025)

Neural Network Emulator for Atmospheric Chemical ODE
by: Liu, Zhi-Song, et al.
Published: (2024)

A Deep Learning Earth System Model for Efficient Simulation of the Observed Climate
by: Cresswell-Clay, Nathaniel, et al.
Published: (2024)

A Multi-Tiered Bayesian Network Coastal Compound Flood Analysis Framework
by: Liu, Ziyue, et al.
Published: (2025)

Improving Post-Processing for Quantitative Precipitation Forecasting Using Deep Learning: Learning Precipitation Physics from High-Resolution Observations
by: Lee, ChangJae, et al.
Published: (2025)

Modeling Snow on Sea Ice using Physics Guided Machine Learning
by: Prasad, Ayush, et al.
Published: (2024)

Probabilistic Emulation of the Community Radiative Transfer Model Using Machine Learning
by: Howard, Lucas, et al.
Published: (2025)

Observations of rogue seas in the Southern Ocean
by: Toffoli, Alessandro, et al.
Published: (2023)

Evaluation of High-Resolution Gridded Precipitation Datasets Against a Dense Rain Gauge Network During the Indian Summer Monsoon
by: Bankar, Ajay, et al.
Published: (2025)

Examining Fast Radiatively Driven Responses Using Machine-Learning Weather Emulators
by: Mahesh, Ankur, et al.
Published: (2026)

Learning to Simulate Aerosol Dynamics with Graph Neural Networks
by: Ferracina, Fabiana, et al.
Published: (2024)

Stable Machine-Learning Parameterization of Subgrid Processes in a Comprehensive Atmospheric Model Learned From Embedded Convection-Permitting Simulations
by: Hu, Zeyuan, et al.
Published: (2024)

Training-Free Bayesian Filtering with Generative Emulators
by: Savary, Thomas, et al.
Published: (2026)

Samudra: An AI Global Ocean Emulator for Climate
by: Dheeshjith, Surya, et al.
Published: (2024)