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Earth2Studio

  • User Guide
  • API
  • Examples
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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
  • Data Assimilation

Data Assimilation#

Examples demonstrating data assimilation workflows in Earth2Studio.

StormCast Score-Based Data Assimilation

StormCast Score-Based Data Assimilation

HealDA Global Data Assimilation

HealDA Global Data Assimilation

previous

StormScope Satellite and Radar Nowcasting

next

StormCast Score-Based Data Assimilation
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