Cover Image

Ensembles of Neural Surrogates for Parametric Sensitivity in Ocean Modeling

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Sun, Yixuan, Egele, Romain, Narayanan, Sri Hari Krishna, Van Roekel, Luke, Gonzales, Carmelo, Brus, Steven, Nadiga, Balu, Madireddy, Sandeep, Balaprakash, Prasanna
Format:	Preprint
Published:	2025
Subjects:	Atmospheric and Oceanic Physics Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

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

Streamlining Ocean Dynamics Modeling with Fourier Neural Operators: A Multiobjective Hyperparameter and Architecture Optimization Approach
by: Sun, Yixuan, et al.
Published: (2024)

Generalizable Implicit Neural Representations via Parameterized Latent Dynamics for Baroclinic Ocean Forecasting
by: Zhao, Guang, et al.
Published: (2025)

MITgcm-AD v2: Open source tangent linear and adjoint modeling framework for the oceans and atmosphere enabled by the Automatic Differentiation tool Tapenade
by: Gaikwad, Shreyas Sunil, et al.
Published: (2024)

Generative AI-Downscaling of Large Ensembles Project Unprecedented Future Droughts
by: Lewis, Hamish, et al.
Published: (2025)

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)

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

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

CW3E's West-WRF 200-member Ensemble
by: Monache, Luca Delle, et al.
Published: (2024)

Multi-Scale Analysis of Agricultural Drought Propagation on the Iberian Peninsula Using Non-Parametric Indices
by: Possega, M., et al.
Published: (2024)

Observation-Guided Neural Surrogate Learning for Scientific Simulation Emulation: A Single-Gauge Flood-Inundation Proof of Concept
by: Mirhoseini, Marzieh Alireza
Published: (2026)

Ensemble reliability and the signal-to-noise paradox in large-ensemble subseasonal forecasts
by: Roberts, Christopher David, et al.
Published: (2024)

Am I Confused or Is This Confusing?: Deep Ensembles for ENSO Uncertainty Quantification
by: McAfee, Devin M., et al.
Published: (2025)

Single Scattering Properties for an Ensemble of Randomly Oriented Convex Polyhedra in Geometrical Optics Regime
by: Mu, Quan
Published: (2026)

Ensemble size effects on conditional reliability estimates: slope attenuation bias and correction methods
by: Spaeth, Jonas, et al.
Published: (2026)

Impact of an Ensemble of Ocean Data Assimilations in ECMWF's next generation ocean reanalysis system
by: Chrust, Marcin, et al.
Published: (2024)

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

Oceanic influence on Large-Scale Atmospheric Convection during co-occurring La Nina and IOD events
by: Ovhal, Supriya, et al.
Published: (2024)

Scaling transformer neural networks for skillful and reliable medium-range weather forecasting
by: Nguyen, Tung, et al.
Published: (2023)

On Using Medium-Range Ensemble Forecasts for Storm Transposition of Synoptic-Scale Systems in Probable Maximum Precipitation Estimation
by: Mure-Ravaud, Mathieu
Published: (2026)

Assessing Future Wind Energy Potential under Climate Change: The Critical Role of Multi-Model Ensembles in Robustness Assessment
by: Lira-Loarca, Andrea, et al.
Published: (2025)

Waves in ice
by: Bennetts, Luke G
Published: (2025)

Predictability Limit of the 2021 Pacific Northwest Heatwave from Deep-Learning Sensitivity Analysis
by: Vonich, P. Trent, et al.
Published: (2024)

Intercomparison of a High-Resolution Regional Climate Model Ensemble for Catchment-Scale Water Cycle Processes under Human Influence
by: Roque, J. L., et al.
Published: (2025)

AIFS-CRPS: Ensemble forecasting using a model trained with a loss function based on the Continuous Ranked Probability Score
by: Lang, Simon, et al.
Published: (2024)

A Pareto-Based Sensitivity Analysis and Multiobjective Calibration Approach for Integrating Streamflow and Evaporation Data
by: Yeste, Patricio, et al.
Published: (2025)

Bridging the Sensitivity Gap in Precipitation Estimates from Spaceborne Radars using Passive Microwave Observations
by: Pfreundschuh, Simon, et al.
Published: (2026)

Spatial Controls of Lower Tropospheric Stability
by: Van Loon, Senne, et al.
Published: (2025)

Evaluating the Prediction of Wind Power Ramping Events in the Belgian Offshore Zone
by: Meng, Ruoke, et al.
Published: (2025)

A Simulation Methodology Testbed for Typhoon Sensitivity Analysis: Framework Development and Perturbation-Response Experiments with the Pangu Weather Model
by: Peng, Yuehua, et al.
Published: (2026)

How different are deterministic physics suites when coupled to fixed model dynamics and why?
by: Groot, Edward, et al.
Published: (2026)

Prototype-Based Methods in Explainable AI and Emerging Opportunities in the Geosciences
by: Narayanan, Anushka, et al.
Published: (2024)

Prototype-based Explainable Neural Networks with Channel-specific Reasoning for Geospatial Learning Tasks
by: Narayanan, Anushka, et al.
Published: (2026)

Strength and Sensitivity of Land-Atmosphere Interaction
by: Yin, Jun
Published: (2024)

Sea ice floe segmentation in close-range optical imagery using active contour and foundation models
by: Passerotti, Giulio, et al.
Published: (2024)

Beyond Ensemble Averages: Leveraging Climate Model Ensembles for Subseasonal Forecasting
by: Orlova, Elena, et al.
Published: (2022)

Dynamic and thermodynamic contributions to future extreme-rainfall intensification: a case study for Belgium
by: Schoofs, Jozefien, et al.
Published: (2025)

Seasonal Variability of Snow Cover and Impact on Albedo and Thermal Properties in the Antarctic Marginal Ice Zone
by: Tersigni, Ippolita, et al.
Published: (2025)

Omega-blocks with spatially compounding extremes over Europe are highly sensitive to remote atmospheric drivers
by: Mittermeier, Magdalena, et al.
Published: (2026)