🌊 Julia software for fast, friendly, flexible, ocean-flavored fluid dynamics on CPUs and GPUs

Climate Machine: an Earth System Model that automatically learns from data

CliMA model dycore

Implements Optimization and approximate uncertainty quantification algorithms, Ensemble Kalman Inversion, and Ensemble Kalman Processes.

Stochastic Optimization, Learning, Uncertainty and Sampling

A Julia implementation of Rapid and accurate Radiative Transfer Model for General Circulation Models.

ClimaAtmos.jl is a library for building atmospheric circulation models that is designed from the outset to leverage data assimilation and machine learning tools. We welcome contributions!

A package containing a library of moist thermodynamic relations

A package containing a library of moist thermodynamic relations

A CPU- and GPU-friendly package for solving ordinary differential equations

📚Generating Oceananigans large eddy simulation (LES) data for calibrating parameterizations

Functions to read gridded data so as to feed Clima Land model

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Contains all universal constant and physical parameters in CLIMA

A library of cloud microphysics parameterizations

Machine learning (and uncertainty quantification?) of climate model parameterizations using differentiable (and probabilistic?) programming.

🌎 Ocean component for CliMa's Earth system model based on Oceananigans

🎲 Parameter estimation for Oceananigans using EnsembleKalmanProcesses

A package to calibrate atmospheric turbulence and convection parameterizations using gradient-free ensemble Kalman methods

Repo for Coupler Specific Shared Development

Polynomials for efficiently computing the density of seawater

:cloud_with_rain: Multi-moment cloud microphysics toy model

An in-progress prototype interface for the land model

Operator layers for Flux.jl

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A package for computing surface fluxes between the atmosphere, ocean and land models.

Tools for generating cubed sphere grids and solving partial differential equations on the sphere.

A simple GPU-friendly solver for a system of non-linear equations

Modular random feature approximation in Julia

The CliMA land hydrology model, including soil, snow, and surface processes

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A package for reporting metrics (e.g., allocations)

For CliMA distributed computing

1D rainshaft driver based on Shipway and Hill 2012 for warm rain microphysics

A library of atmospheric profiles

A simple package for reporting temporal convergence tests for OrdinaryDiffEq.jl's integrator object.

A simple GPU-capable root solver package

Repository that containts climate relevant ML datasets from the Climate Modeling Alliance.

A lightweight wrapper around Julia Artifacts

A package for regression tests over NCDatasets.