earth2studio.models.px: Prognostics

Prognostic models are a class of models that perform time-integration. Thus are typically used to generate forecast predictions.

Warning

Pre-trained prognostic models provided in Earth2Studio may be provided under different licenses. We encourage users to familiarize themselves with each prior to use.

RegionGlobalNAAS

ClassNWCDSMRFS2SDACM

Product

Release202120222023202420252026

Rec VRAM96 GB80 GB48 GB40 GB

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ACE2ERA5	ACE2-ERA5 prognostic model wrapper.
AIFS	Artificial Intelligence Forecasting System (AIFS), a data driven forecast model developed by the European Centre for Medium-Range Weather Forecasts (ECMWF).
AIFSENS	Artificial Intelligence Forecasting System Ensemble (AIFS ENS v1.0), a probabilistic, ensemble-based forecast model from the European Centre for Medium-Range Weather Forecasts (ECMWF).
Atlas	Atlas prognostic model for ERA5 variables on a 0.25° global lat-lon grid.
Aurora	Aurora 0.25 degree global forecast model.
CBottleVideo	Climate in a bottle video prognostic Climate in a Bottle (cBottle) is an AI model for emulating global km-scale climate simulations and reanalysis on the equal-area HEALPix grid.
DiagnosticWrapper	Wraps a prognostic model and one or more diagnostic models into a single prognostic model.
DLESyM	DLESyM-V1-ERA5 prognostic model.
DLESyMLatLon	DLESyM prognostic model supporting lat/lon input and output coordinates.
DLWP	Deep learning weather prediction (DLWP) prognostic model.
FCN	FourCastNet global prognostic model.
FCN3	FourCastNet 3 advances global weather modeling by implementing a scalable, geometric machine learning (ML) approach to probabilistic ensemble forecasting.
FengWu	FengWu (operational) weather model consists of single auto-regressive model with a time-step size of 6 hours.
FuXi	FuXi weather model consists of three auto-regressive U-net transfomer models with a time-step size of 6 hours.
GraphCastOperational	GraphCast operational model
GraphCastSmall	GraphCast Small 1.0 degree model
InterpModAFNO	ModAFNO interpolation for global prognostic models.
Pangu24	Pangu Weather 24 hour model.
Pangu6	Pangu Weather 6 hour model.
Pangu3	Pangu Weather 3 hour model.
Persistence	Persistence model that generates a forecast by applying the identity operator on the initial condition and indexing the lead time by 6 hours.
SFNO	Spherical Fourier Operator Network global prognostic model.
StormCast	StormCast generative convection-allowing model for regional forecasts consists of two core models: a regression and diffusion model.
StormScopeGOES	StormScope model forecasting GOES data on the HRRR grid.
StormScopeMRMS	StormScope model forecasting MRMS data on the HRRR grid.