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Earth2Studio

  • User Guide
  • API
  • Examples
  • Recipes
  • Changelog
  • Github
Earth2Studio - Home Earth2Studio - Home

Earth2Studio

  • Github

Table of Contents

  • User Guide
    • Getting Started
      • Install
      • Introduction
      • Data Movement
    • Core Components
      • Prognostic Models
      • Diagnostic Models
      • Data and Forecast Sources
      • Perturbations
      • Output Handling
      • Statistics
    • Advanced Usage
      • Batch Dimension
      • AutoModels
      • Lexicon
    • Developer Guide
      • Overview
      • Dependency Management
      • Style Guide
      • Documentation
      • Testing Guide
      • Build Process
      • Recipe Guide
    • Support
      • Troubleshooting
      • Frequently Asked Questions
  • API
    • earth2studio.models.px: Prognostics
      • earth2studio.models.px.ACE2ERA5
      • earth2studio.models.px.AIFS
      • earth2studio.models.px.AIFSENS
      • earth2studio.models.px.Atlas
      • earth2studio.models.px.Aurora
      • earth2studio.models.px.CBottleVideo
      • earth2studio.models.px.DiagnosticWrapper
      • earth2studio.models.px.DLESyM
      • earth2studio.models.px.DLESyMLatLon
      • earth2studio.models.px.DLWP
      • earth2studio.models.px.FCN
      • earth2studio.models.px.FCN3
      • earth2studio.models.px.FengWu
      • earth2studio.models.px.FuXi
      • earth2studio.models.px.GraphCastOperational
      • earth2studio.models.px.GraphCastSmall
      • earth2studio.models.px.InterpModAFNO
      • earth2studio.models.px.Pangu24
      • earth2studio.models.px.Pangu6
      • earth2studio.models.px.Pangu3
      • earth2studio.models.px.Persistence
      • earth2studio.models.px.SFNO
      • earth2studio.models.px.StormCast
      • earth2studio.models.px.StormScopeGOES
      • earth2studio.models.px.StormScopeMRMS
    • earth2studio.models.dx: Diagnostics
      • earth2studio.models.dx.CBottleInfill
      • earth2studio.models.dx.CBottleSR
      • earth2studio.models.dx.CBottleTCGuidance
      • earth2studio.models.dx.CorrDiffCMIP6
      • earth2studio.models.dx.CorrDiffTaiwan
      • earth2studio.models.dx.ClimateNet
      • earth2studio.models.dx.DerivedRH
      • earth2studio.models.dx.DerivedRHDewpoint
      • earth2studio.models.dx.DerivedSurfacePressure
      • earth2studio.models.dx.DerivedTCWV
      • earth2studio.models.dx.DerivedVPD
      • earth2studio.models.dx.DerivedWS
      • earth2studio.models.dx.PrecipitationAFNO
      • earth2studio.models.dx.PrecipitationAFNOv2
      • earth2studio.models.dx.SolarRadiationAFNO1H
      • earth2studio.models.dx.SolarRadiationAFNO6H
      • earth2studio.models.dx.TCTrackerWuDuan
      • earth2studio.models.dx.TCTrackerVitart
      • earth2studio.models.dx.WindgustAFNO
      • earth2studio.models.dx.Identity
    • earth2studio.models.da: Data Assimilation
      • earth2studio.models.da.HealDA
      • earth2studio.models.da.InterpEquirectangular
      • earth2studio.models.da.StormCastSDA
    • earth2studio.data: Data Sources
      • earth2studio.data.ARCO
      • earth2studio.data.CDS
      • earth2studio.data.CMIP6
      • earth2studio.data.CMIP6MultiRealm
      • earth2studio.data.GFS
      • earth2studio.data.GOES
      • earth2studio.data.HRRR
      • earth2studio.data.IFS
      • earth2studio.data.IFS_ENS
      • earth2studio.data.JPSS
      • earth2studio.data.MRMS
      • earth2studio.data.NCAR_ERA5
      • earth2studio.data.PlanetaryComputerECMWFOpenDataIFS
      • earth2studio.data.PlanetaryComputerGOES
      • earth2studio.data.PlanetaryComputerMODISFire
      • earth2studio.data.PlanetaryComputerOISST
      • earth2studio.data.PlanetaryComputerSentinel3AOD
      • earth2studio.data.Random
      • earth2studio.data.WB2ERA5
      • earth2studio.data.WB2ERA5_121x240
      • earth2studio.data.WB2ERA5_32x64
      • earth2studio.data.WB2Climatology
      • earth2studio.data.DataArrayFile
      • earth2studio.data.DataSetFile
      • earth2studio.data.DataArrayPathList
    • earth2studio.data: Forecast Sources
      • earth2studio.data.AIFS_FX
      • earth2studio.data.AIFS_ENS_FX
      • earth2studio.data.GFS_FX
      • earth2studio.data.GEFS_FX
      • earth2studio.data.GEFS_FX_721x1440
      • earth2studio.data.HRRR_FX
      • earth2studio.data.IFS_FX
      • earth2studio.data.IFS_ENS_FX
    • earth2studio.data: DataFrame Sources
      • earth2studio.data.ISD
      • earth2studio.data.RandomDataFrame
      • earth2studio.data.UFSObsConv
      • earth2studio.data.UFSObsSat
    • earth2studio.io: IO Backends
      • earth2studio.io.AsyncZarrBackend
      • earth2studio.io.KVBackend
      • earth2studio.io.NetCDF4Backend
      • earth2studio.io.XarrayBackend
      • earth2studio.io.ZarrBackend
    • earth2studio.perturbation: Perturbations
      • earth2studio.perturbation.Brown
      • earth2studio.perturbation.BredVector
      • earth2studio.perturbation.CorrelatedSphericalGaussian
      • earth2studio.perturbation.Gaussian
      • earth2studio.perturbation.HemisphericCentredBredVector
      • earth2studio.perturbation.LaggedEnsemble
      • earth2studio.perturbation.SphericalGaussian
      • earth2studio.perturbation.Zero
    • earth2studio.statistics: Statistics
      • earth2studio.statistics.acc
      • earth2studio.statistics.brier
      • earth2studio.statistics.crps
      • earth2studio.statistics.energy_score
      • earth2studio.statistics.fss
      • earth2studio.statistics.lsd
      • earth2studio.statistics.mae
      • earth2studio.statistics.mean
      • earth2studio.statistics.rank_histogram
      • earth2studio.statistics.rmse
      • earth2studio.statistics.spread_skill_ratio
      • earth2studio.statistics.std
      • earth2studio.statistics.variance
      • earth2studio.statistics.weights.lat_weight
    • earth2studio.run: Workflows
      • earth2studio.run.deterministic
      • earth2studio.run.diagnostic
      • earth2studio.run.ensemble
    • earth2studio: Utilities
      • earth2studio.utils.coords.handshake_dim
      • earth2studio.utils.coords.handshake_coords
      • earth2studio.utils.coords.handshake_size
      • earth2studio.utils.coords.map_coords
      • earth2studio.utils.coords.split_coords
      • earth2studio.utils.interp.LatLonInterpolation
      • earth2studio.utils.time.timearray_to_datetime
      • earth2studio.utils.time.to_time_array
      • earth2studio.data.datasource_to_file
      • earth2studio.data.fetch_data
      • earth2studio.data.prep_data_array
      • earth2studio.models.auto.Package
      • earth2studio.models.batch.batch_func
  • Examples
    • Getting Started
      • Running Deterministic Inference
      • Running Diagnostic Inference
      • Running Ensemble Inference
    • Medium Range
      • Single Variable Perturbation Method
      • Model Hook Injection: Perturbation
      • Distributed Manager Inference
      • Huge Ensembles (HENS) Checkpoints
      • Temporal Interpolation
      • Tropical Cyclone Tracking
    • Downscaling
      • Generative Downscaling
      • CBottle Super Resolution
      • Ensemble Forecasting with Downscaling
    • Now Casting
      • Running StormCast Inference
      • Running StormCast Ensemble Inference
      • StormScope Satellite and Radar Nowcasting
    • Data Assimilation
      • StormCast Score-Based Data Assimilation
      • HealDA Global Data Assimilation
    • Subseasonal to Seasonal
      • Statistical Inference
      • Running DLESyM Inference
    • Miscellaneous
      • CBottle Data Generation and Infilling
      • IO Backend Performance
      • Creating a Local Data Source
    • Extending Earth2Studio
      • Extending Prognostic Models
      • Extending Diagnostic Models
      • Extending Data Sources
  • Examples
  • Downscaling

Downscaling#

Examples demonstrating generative and ensemble downscaling workflows for producing high-resolution outputs from global model forecasts.

Generative Downscaling

Generative Downscaling

CBottle Super Resolution

CBottle Super Resolution

Ensemble Forecasting with Downscaling

Ensemble Forecasting with Downscaling

previous

Tropical Cyclone Tracking

next

Generative Downscaling

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