Improving extreme statistics of stochastic spatiotemporal linear climate emulators with nonlinear correction operators (in preparation)

Wang, Mengze, et al.

A geographically weighted Gaussian process regression emulator of a global air quality model (in preparation)

Wong, Anthony Y.H., et al.

A modified bisecting K-means for approximating transfer operators: application to the Lorenz equations (in preparation)

Souza, Andre N., Silvestri, Simone

Link

A statistical emulator design for averaged climate fields (in preparation)

Geogdzhayev, Gosha, Souza, Andre N., Ferrari, Raffaele, Flierl, Glenn R.

Link

High-level, high-resolution ocean modeling at all scales (under review)

Wagner, Gregory L., Silvestri, Simone, Constantinou, Navid C., Campin, Jean-Michel, Hill, Chris, Ramadhan, Ali, Chor, Tomas, Strong-Wright, Jago, Lee, Xin Kai, Poulin, Francis, Marshall, John, Ferrari, Raffaele

Emulators of climate model output (under review)

Tebaldi, Claudia, et al.

Annual Review of Environment and Resources

Origin and limits of invariant warming patterns in climate models (under review)

Giani, Paolo, Fiore, Arlene M., Flierl, Glenn, Ferrari, Raffaele, Selin, Noelle E.

Journal of Climate

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Stochastic emulators of spatially resolved extreme temperatures of earth system models (under review)

Wang, Mengze, Souza, Andre N., Ferrari, Raffaele, Sapsis, Themistoklis

Journal of Advances in Modeling Earth Systems

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The impact of internal variability on benchmarking deep learning climate emulators (under review)

Lutjens, Bjorn, Ferrari, Raffaele, Watson-Parris, Duncan, Selin, Noelle

Journal of Advances in Modeling Earth Systems

Link

Ocean Emulation with Fourier Neural Operators: Double Gyre (under review)

Bire, Suyash, Lutjens, Bjorn, Azizzadenesheli, Kamyar, Anandkumar, Anima, Hill, Christopher N.

Journal of Advances in Modeling Earth Systems

Link

A GPU-based ocean dynamical core for routine mesoscale-resolving climate simulations (under review)

Silvestri, Simone, Wagner, Gregory LeClaire, Constantinou, Navid C., Hill, Christopher N., Campin, Jean-Michel, Souza, Andre Nogueira, Bishnu, Siddhartha, Churavy, Valentin, Marshall, John C., Ferrari, Raffaele

Journal of Advances in Modeling Earth Systems

Link

Formulation and calibration of CATKE, a one-equation parameterization for microscale ocean mixing (in press)

Wagner, Gregory L., Hillier, Adeline, Constantinou Navid C., Silvestri, Simone, Souza, Andre, Burns, Keaton J., Hill, Chris, Campin, Jean-Michel, Marshall, John, Ferrari, Raffaele

Journal of Advances in Modeling Earth Systems

Link

Machine learning for climate physics and simulations

Lai, Ching-Yao, Hassanzadeh, Pedram, Sheshadri, Aditi, Sonnewald, Maike, Ferrari, Raffaele, Balaji, Venkatramani

Annual Review of Condensed Matter Physics

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Rapid emulation of spatially resolved temperature response to effective radiative forcing

Womack, Christopher B., Giani, Paolo, Eastham, Sebastian D., Selin, Noelle E.

Journal of Advances in Modeling Earth Systems

Spatially resolved temperature response functions to CO2 emissions

Freese, Lyssa, Giani, Paolo, Fiore, Arlene M., Selin, Noelle E.

Geophysical Research Letters

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The evolving butterfly: Statistics in a changing attractor

Geogdzhayev, Gosha, Souza, Andre N., Ferrari, Raffaele

Physica D

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Reduced Markovian models of dynamical systems

Giorgini, Ludovico T., Souza, Andre N., Schmid, Peter J.

Physica D

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Response theory via generative score modeling

Giorgini, Ludovico T., Deck, Katherine, Bischoff, Tobias, Souza, Andre

Physical Review Letters

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Representing turbulent statistics with partitions of state space.  Part 2.  The compressible Euler equations

Souza, Andre N.

Journal of Fluid Mechanics

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Representing turbulent statistics with partitions of state space.  Part 1.  Theory and methodology

Souza, Andre N.

Journal of Fluid Mechanics

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A new WENO-based momentum advection scheme for simulations of ocean mesoscale turbulence

Silvestri, Simone, Wagner, Gregory L., Campin, Jean-Michel, Constantinou, Navid C., Hill, Christopher N., Souza, Andre, Ferrari, Raffaele

Journal of Advances in Modeling Earth Systems

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ClimSim: A large multi-scale dataset for hybrid physics-ML climate emulation 

Yu, Sungduk, … Lutjens, Bjorn, … Pritchard, Michael S.

37th Conference on Neural Information Processing Systems

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Spatially-resolved emulation of climate extremes via machine learning stochastic models

Wang, Mengze, Souza, Andre, Ferrari, Raffaele, Sapsis, Themistoklis

37th Conference on Neural Information Processing Systems

Link

The flux-differencing discontinuous Galerkin method applied to an idealized fully compressible nonhydrostatic dry atmosphere

Souza, Andre N., He, J., Bischoff T., Waruszewski, M., Novak, L., Barra, V., Gibson, T., Sridhar, A., Kandala, S., Byrne, S., Wilcox, L.C., Kozdon, J., Giraldo, F.X., Knoth, O., Marshall, J., Ferrari, R., Schneider, T.

Journal of Advances in Modeling Earth Systems

Link