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Published byJudith Normand Modified over 5 years ago
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Regional Drought and Crop Yield Information System (RDCYIS)
SERVIR-Mekong
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RHEAS (Regional Hydrologic Extremes Assessment System)
A hydrologic now-cast and forecast framework Developed by NASA Jet Propulsion Laboratory Crop Simulation Model DSSAT (Decision Support System for Agrotechnology Transfer) RHEAS makes traditionally un-spatial modelling systems to spatial Hydrological Model VIC (Variable Infiltration Capacity model) RHEAS allows forecasts as well Database PostGIS (Spatially enabled PostgresSQL)
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Nowcast & Forecast Configuration at SERVIR Mekong
AS: Assimilation, SM: Soil moisture; BF: Base Flow; RO: Runoff; E: Evaporation; EB: Energy Balance; WB: Water Balance; ESP: Ensemble Streamflow Prediction;
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Data Inputs Variable Dataset Tim. Cov. Temp. Res Spat. Res
Spatial Coverage Table Mode Precipitation CHIRPS 1981- Daily 5km Global precip.chirps IN TRMM 1998- 0.25 o precip.trmm RFE2 2001- 0.10 o Africa precip.rfe2 CMORPH precip.cmorph GPM 2014- precip.gpm Temp/Wind NCEP 1.875 o *.ncep PRISM 4km CONUS *.prism Soil moisture AMSR-E soilm.amsre AS SMOS 2009- ~40km soilm.smos SMAP 2015- 3/9km soilm.smap Evapotranspiration MOD16 2000- 8 days 1km evap.modis Water storage GRACE 2002- Monthly 1.0 o tws.grace Snow cover MOD10 snow.mod10 MODSCAG snow.modscag Leaf Area Index MCD15 lai.modis Meteorology IRI 2.5 o *.iri FC NMME 0.5 o *.nmme
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Data Inputs Variable Dataset Tim. Cov. Temp. Res Spat. Res
Spatial Coverage Table Mode Precipitation CHIRPS 1981- Daily 5km Global precip.chirps IN Temp/Wind NCEP 1.875 o *.ncep Soil moisture SMOS/SMAP 2009- ~40km soilm.smos AS Meteorology NMME 2000- 0.5 o *.nmme FC
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esp iri/nmme Forecast Approach Currently Being Used
(Ensemble Streamflow Prediction approach that resamples the climatology) - Forecast for 90 days iri/nmme (resample climatologies based on the probabilities in IRI/NMME meteorological forcing) - Forecast for 90 days
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Nowcast and Forecast Outputs
Resolution of the output products is 25km Drought: SPI (1,3,6,12): Standardized Precipitation IndexM SRI (1,3,6,12): Standardized Runoff IndexH SMDI: Soil Moisture Deficit IndexA Dry Spells: Number of dry spell events with at least 2-week durationA RZSM: Root Zone Soil MoistureA Drought SeverityA Soil: Soil temperature for each soil layer (3 layers: 0-10cm, 10-40cm and cm) Soil total moisture content [mm] for each soil layer (3 layers: 0-10cm, 10-40cm and cm)
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Nowcast and Forecast Outputs
Resolution of the output products is 25km Water Balance: Baseflow Runoff Rainfall Total net evaporation Energy Balance: Surface temperature Net downward shortwave flux Net downward longwave flux Net upward latent heat flux Net upward sensible heat flux Net heat flux into ground
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Ensemble Forecasts (SPI/SRI-1)
Oct-2017 SPI-1 Oct-2017
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Ensemble Forecasts (SPI/SRI-1)
Nov-2017 SRI-1 Nov-2017
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How to Improve RHEAS outputs
Bias correction of input data Data assimilation [SM (SMOS, SMAP, AMSRE), LAI, ET, SNOW] Ensemble runs [ex: 10/40 runs] Calibration of VIC and DSSAT models
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Classification of Drought Indices
For SPI, SRI and SMDI
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Classification of Drought Indices
High Probability for Drought Conditions Low Probability for Drought Conditions
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Thank You!!
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