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Diagnostics

earth2studio.models.dx

Diagnostic models are a class of models that do not perform time-integration. These may be used to map between weather/climate variables to other quantities of interest, used to enable additional analysis, improve prediction accuracy, downscale, etc.

Warning

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

Region
Class
Product
Release
Rec VRAM
CBottleInfillGlobalCM202580 GBClimate in a bottle infill diagnostic Climate in a Bottle (cBottle) is an AI model for emulating global km-scale climate simulations and reanalysis on the equal-area HEALPix grid.
CBottleSRGlobalDS202580 GBClimate in a Bottle Super-Resolution (CBottleSR) model.
CBottleTCGuidanceGlobalCM202580 GBClimate in a Bottle tropical cyclone guidance diagnostic.
CorrDiffCMIP6GlobalDSCM202680 GBCMIP6 to ERA5 downscaling model based on the CorrDiff architecture.
CorrDiffCosmoEra5EUDS202680 GBCOSMO-REA downscaling model: ERA5 -> high-resolution COSMO-REA.
CorrDiffTaiwanASDS202340 GBCorrDiff is a Corrector Diffusion model that learns mappings between low- and high-resolution weather data with high fidelity.
ClimateNetGlobalMRF202140 GBClimate Net diagnostic model, built into Earth2Studio.
DerivedRHGlobalCalculates the relative humidity (RH) from specific humidity and temperature for specified pressure levels.
DerivedRHDewpointGlobalCalculates the surface relative humidity (RH) from dewpoint temperature and air temperature.
DerivedSurfacePressureGlobalInterpolates the surface pressure in hPa from pressure level geopotential, surface geopotential and optionally temperature.
DerivedTCWVGlobalCalculates the Total Column Water Vapor (TCWV) from specific humidity at pressure levels and surface pressure.
DerivedVPDGlobalCalculates the Vapor Pressure Deficit (VPD) in hPa from relative humidity and temperature fields.
DerivedWSGlobalCalculates the Wind Speed (WS) magnitude from eastward and northward wind components for specified levels.
DLESyMv0_ISCCP_ERA5PrecipGlobalCM202440 GBPrecipitation diagnostic for the DLESyMv0_ISCCP_ERA5 climate model.
OrbitGlobalPrecipGlobalMRF202540 GBORBIT-2 precipitation downscaling model supporting both 9.5m and 126m parameter variants.
PrecipitationAFNOGlobalMRF202240 GBPrecipitation AFNO diagnsotic model.
PrecipitationAFNOv2GlobalMRF202440 GBImproved Precipitation AFNO diagnostic model.
SolarRadiationAFNO1HGlobalMRF202440 GBSolar Radiation AFNO diagnostic model for 1-hour frequency predictions.
SolarRadiationAFNO6HGlobalMRF202440 GBSolar Radiation AFNO diagnostic model for 6-hour frequency predictions.
StormScopeDxNSRDBNANWC202648 GBEstimate Global Horizontal Irradiance from GOES imagery.
TCTrackerWuDuanGlobalMRF2023Finds a list of tropical cyclone (TC) centers using an adaption of the method described in the conditions in Wu and Duan 2023.
TCTrackerVitartGlobalMRFFinds a list of tropical cyclone centers using the conditions in Vitart 1997
WindgustAFNOGlobalMRF202440 GBWind gust AFNO diagnsotic model.
IdentityGlobalIdentity diagnostic that is coordinate insensitive.