Read Our Work
2025
Score-based generative emulation of impact-relevant Earth system model outputs
Bouabid, Shahine, Souza, Andre, Ferrari, Raffaele
A framework for assessing and understanding sources of error in Earth system model emulation
Womack, Christopher, Flierl, Glenn, Bouabid, Shahine, Souza, Andre, Giani, Paolo, Eastham, Sebastian, Selin, Noelle
Surface to seafloor: A generative AI framework for decoding the ocean interior state
Souza, Andre, Silvestri, Simone, Deck, Katherine, Bischoff, Tobias, Ferrari, Raffaele, Flierl, Glenn
Predicting forced responses of probability distributions via the fluctuation-dissipation theorem and generative modeling
Giorgini, Ludovico, Falasca, Fabrizio, Souza, Andre
GEN2: A generative prediction-correction framework for long-time emulations of spatially-resolved climate extremes
Wang, Mengze, Sorensen, Benedikt, Sapsis, Themistoklis
A geographically weighted Gaussian process regression emulator of the GCHP 13.0.0 global air quality model
Wong, Anthony Y.H., Eastham, Sebastian, Monier, Erwan, Selin, Noelle
A modified bisecting K-means for approximating transfer operators: application to the Lorenz equations
Souza, Andre N., Silvestri, Simone
An EOF-based emulator of means and covariances of monthly climate fields
Geogdzhayev, Gosha, Souza, Andre N., Flierl, Glenn R., Ferrari, Raffaele
High-level, high-resolution ocean modeling at all scales
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
Journal of Advances in Modeling Earth Systems
Emulators of climate model output
Tebaldi, Claudia, Selin, Noelle, Ferrari, Raffaele, Flierl, Glenn
Annual Review of Environment and Resources
Origin and limits of invariant warming patterns in climate models
Giani, Paolo, Fiore, Arlene M., Flierl, Glenn, Ferrari, Raffaele, Selin, Noelle E.
Journal of Climate
Stochastic emulators of spatially resolved extreme temperatures of earth system models
Wang, Mengze, Souza, Andre N., Ferrari, Raffaele, Sapsis, Themistoklis
Journal of Advances in Modeling Earth Systems
The impact of internal variability on benchmarking deep learning climate emulators
Lutjens, Bjorn, Ferrari, Raffaele, Watson-Parris, Duncan, Selin, Noelle
Journal of Advances in Modeling Earth Systems
Ocean emulation with Fourier neural operators: double gyre
Bire, Suyash, Lutjens, Bjorn, Azizzadenesheli, Kamyar, Anandkumar, Anima, Hill, Christopher N.
Journal of Advances in Modeling Earth Systems
A GPU-based ocean dynamical core for routine mesoscale-resolving climate simulations
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
Formulation and calibration of CATKE, a one-equation parameterization for microscale ocean mixing
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
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
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
2024
Are hourly PM2.5 forecasts sufficiently accurate to plan your day? Individual decision making in the face of increasing wildfire smoke
Berlinghieri, Renato, Burt, David, Giani, Paolo, Fiore, Arlene, Broderick, Tamara
CalibrateEmulateSample.jl: Accelerated parametric uncertainty quantification
Dunbar, Oliver, Bieli, Melanie, Garbuno-Inigo, Alfredo, Howland, Michael, Souza, Andre, Mansfield, Laura, Wagner, Gregory, Efrat-Henrici, N.
The Journal of Open Source Software
On the non-local nature of turbulent fluxes of passive scalars
Flierl, Glenn, Souza, Andre
Journal of Fluid Mechanics
Spatially resolved temperature response functions to CO2 emissions
Freese, Lyssa, Giani, Paolo, Fiore, Arlene M., Selin, Noelle E.
Geophysical Research Letters
The evolving butterfly: Statistics in a changing attractor
Geogdzhayev, Gosha, Souza, Andre N., Ferrari, Raffaele
Physica D
Reduced Markovian models of dynamical systems
Giorgini, Ludovico T., Souza, Andre N., Schmid, Peter J.
Physica D
Response theory via generative score modeling
Giorgini, Ludovico T., Deck, Katherine, Bischoff, Tobias, Souza, Andre
Physical Review Letters
Representing turbulent statistics with partitions of state space. Part 2. The compressible Euler equations
Souza, Andre N.
Journal of Fluid Mechanics
Representing turbulent statistics with partitions of state space. Part 1. Theory and methodology
Souza, Andre N.
Journal of Fluid Mechanics
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
2023
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
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
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