Cover Image

A Framework for Hybrid Physics-AI Coupled Ocean Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zanna, Laure, Gregory, William, Perezhogin, Pavel, Sane, Aakash, Zhang, Cheng, Adcroft, Alistair, Bushuk, Mitch, Fernandez-Granda, Carlos, Reichl, Brandon, Balwada, Dhruv, Busecke, Julius, Chapman, William, Connolly, Alex, Du, Danni, Everard, Kelsey, Falasca, Fabrizio, Falga, Renaud, Kamm, David, Meunier, Etienne, Liu, Qi, Nasser, Antoine, Pudig, Matthew, Shao, Andrew, Simpson, Julia L., Vogt, Linus, Wu, Jiarong
Format:	Preprint
Published:	2025
Subjects:	Atmospheric and Oceanic Physics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Parameterizing Vertical Mixing Coefficients in the Ocean Surface Boundary Layer using Neural Networks
by: Sane, Aakash, et al.
Published: (2023)

Generalizable neural-network parameterization of mesoscale eddies in idealized and global ocean models
by: Perezhogin, Pavel, et al.
Published: (2025)

Calibration of a neural network ocean closure for improved mean state and variability
by: Perezhogin, Pavel, et al.
Published: (2026)

Machine learning for online sea ice bias correction within global ice-ocean simulations
by: Gregory, William, et al.
Published: (2023)

A stable implementation of a data-driven scale-aware mesoscale parameterization
by: Perezhogin, Pavel, et al.
Published: (2023)

Addressing out-of-sample issues in multi-layer convolutional neural-network parameterization of mesoscale eddies applied near coastlines
by: Zhang, Cheng, et al.
Published: (2024)

Impact of Data-Driven Eddy Parameterization on Climate State in an Idealized Coupled CESM Model
by: Shi, Jia-Rui, et al.
Published: (2026)

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

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

A data-driven framework for dimensionality reduction and causal inference in climate fields
by: Falasca, Fabrizio, et al.
Published: (2023)

Advancing global sea ice prediction capabilities using a fully-coupled climate model with integrated machine learning
by: Gregory, William, et al.
Published: (2025)

An Analysis of Deep Learning Parameterizations for Ocean Subgrid Eddy Forcing
by: Gultekin, Cem, et al.
Published: (2024)

Generative data-driven approaches for stochastic subgrid parameterizations in an idealized ocean model
by: Perezhogin, Pavel, et al.
Published: (2023)

The Impact of Natural External Forcing on Ocean Heat Uptake Efficiency Since the 1980s
by: Shi, Jia-Rui, et al.
Published: (2025)

Towards a Unified Data-Driven Boundary Layer Momentum Flux Parameterization for Ocean and Atmosphere
by: Falga, Renaud, et al.
Published: (2025)

Data-Driven Probabilistic Air-Sea Flux Parameterization
by: Wu, Jiarong, et al.
Published: (2025)

A Data-Driven Approach for Parameterizing Submesoscale Vertical Buoyancy Fluxes in the Ocean Mixed Layer
by: Bodner, Abigail, et al.
Published: (2023)

FloeNet: A mass-conserving global sea ice emulator that generalizes across climates
by: Gregory, William, et al.
Published: (2026)

Physics and causally constrained discrete-time neural models of turbulent dynamical systems
by: Falasca, Fabrizio, et al.
Published: (2026)

SamudrACE: Fast and Accurate Coupled Climate Modeling with 3D Ocean and Atmosphere Emulators
by: Duncan, James P. C., et al.
Published: (2025)

A fluctuation-dissipation theorem perspective on radiative responses to temperature perturbations
by: Falasca, Fabrizio, et al.
Published: (2024)

Harmonic Extension for Multiscale Analysis and Modeling Near Boundaries, with an Ocean Application
by: Storer, Benjamin A., et al.
Published: (2025)

Estudios de las Causas Naturales Determinantes de las Inundaciones en el Centro Oeste de la Provincia de Buenoa Aires, República Argentina
by: S. Falasca
Published: (1995)

Hidrología de Suelos en el Centro-Sur de la Provincia de Santa Fe, República Argentina
by: S. Falasca
Published: (1999)

Principales características agroclimáticas del sudeste bonaerense, República de Argentina
by: S. Falasca
Published: (2000)

Caracterización de los suelos presentes en el partido de Mar Chiquita, provincia de Buenos Aires, República Argentina
by: S. Falasca
Published: (2001)

Potenciales áreas de cultivo de Melia azedarach L. en Argentina, como productora de aceite para biodiesel y bioinsecticida
by: S. Falasca
Published: (2015)

Aptitud agroclimática de áreas áridas y semiáridas de Argentina para el cultivo de tuna (Opuntia ficus indica) como fuente de bioetanol
by: S. Falasca
Published: (2011)

Probing forced responses and causality in data-driven climate emulators: conceptual limitations and the role of reduced-order models
by: Falasca, Fabrizio
Published: (2025)

Limitantes Físicas y Químicas para la Actividad Agrícola en el Sudeste Bonaerense, República Argentina
by: S. L. Falasca
Published: (1996)

Característica Diagnósticas del Agua Útil de los Horizontes Superficiales de los Suelos de la Provincia de Buenos Aires, República Argentina
by: Falasca, Silvia
Published: (1999)

Características diagnósticas de los suelos de Tandil, provincia de Buenos Aires, República Argentina
by: Falasca, Silvia
Published: (2002)

Análisis de algunas variables que inciden sobre la disponibilidad de agua útil para los cultivos en un sector del partido de Tandil, provincia de Buenos Aires, Argentina
by: Falasca, Silvia
Published: (2002)

Leopoldo Zea on the Role of Hegel's Master–Slave Dialectic in the Philosophy of Latin American History
by: Pavel Reichl
Published: (2025)

Water quality objectives as a management tool for sustainability
by: Everard, Mark
Published: (1994)

Taking a systems-oriented view of phosphorous enrichment in fresh waters
by: Everard, Mark
Published: (2001)

The use of freshwater science in policy development
by: Everard, Mark
Published: (2002)

How do we raise the profile of ponds?
by: Everard, Mark
Published: (1999)

Aquatic ecology, economy and society: the place of aquatic ecology in the sustainability agenda
by: Everard, Mark
Published: (2000)

The importance of periodic droughts for maintaining diversity in the freshwater environment
by: Everard, Mark
Published: (1996)