earth2studio.perturbation: Perturbations#

Perturbation methods are used for perturbing the input data they are provided, typically with some random noise. This is commonly done to perturb initial state fields when creating ensemble forecasts.

perturbation.Brown

Lat/Lon 2D brown noise

perturbation.BredVector

Bred Vector perturbation method, a classical technique for pertubations in ensemble forecasting.

perturbation.Gaussian

Standard Gaussian peturbation

perturbation.LaggedEnsemble

Lagged Ensemble perturbation method.

perturbation.SphericalGaussian

Gaussian random field on the sphere with Matern covariance peturbation method output to a lat lon grid

perturbation.Zero

No perturbation scheme