land information system - nasa · dynamic bias estimation: gmao bias estimation algorithm (dee...
TRANSCRIPT
![Page 1: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/1.jpg)
![Page 2: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/2.jpg)
Land Information System Version 6.0
![Page 3: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/3.jpg)
LIS software architecture
Driver (Core) Layer
Abstractions Layer
Model Layer (Use Cases)
![Page 4: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/4.jpg)
Driver (Core) Layer
Abstractions Layer
Model Layer (Use Cases)
LIS software architecture
![Page 5: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/5.jpg)
Driver (Core) Layer
Abstractions Layer
Model Layer (Use Cases)
Time Management
Tools
High PerformanceComputing
ConfigurationTools
GeospatialTransformation
Tools
I/O Management
Tools......
LIS software architecture
![Page 6: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/6.jpg)
Driver (Core) Layer
Abstractions Layer
Model Layer (Use Cases)
Time Management
Tools
High PerformanceComputing
ConfigurationTools
GeospatialTransformation
Tools
I/O Management
Tools......
Land
Surface
Model
MeteorologicalInputs
Data
Assimilation......
LIS software architecture
![Page 7: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/7.jpg)
Driver (Core) Layer
Abstractions Layer
Model Layer (Use Cases)
Time Management
Tools
High PerformanceComputing
ConfigurationTools
GeospatialTransformation
Tools
I/O Management
Tools......
Land
Surface
Model
MeteorologicalInputs
Data
Assimilation......
NoahCLMMosaicCatchmentSiB2Hyssib
SacramentoSNOW17
NLDAS
GDAS
CMAP
CMORPH
ECMWF
AGRMET
GEOS
TRMM
Direct
Insertion
EnKF ......
LIS software architecture
![Page 8: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/8.jpg)
Core Layer Enhancements
![Page 9: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/9.jpg)
![Page 10: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/10.jpg)
Uses ESMF3 series
![Page 11: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/11.jpg)
Uses ESMF3 series
Core modules redesigned as “tight containers”only public methods and variables are exposed
![Page 12: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/12.jpg)
Uses ESMF3 series
Core modules redesigned as “tight containers”only public methods and variables are exposed
Strict checking of configuration settings
![Page 13: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/13.jpg)
Uses ESMF3 series
Core modules redesigned as “tight containers”only public methods and variables are exposed
Strict checking of configuration settings
Anew suite of spatial upscaling algorithms
![Page 14: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/14.jpg)
Uses ESMF3 series
Core modules redesigned as “tight containers”only public methods and variables are exposed
Strict checking of configuration settings
Anew suite of spatial upscaling algorithms
Support for 3d meteorological data
![Page 15: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/15.jpg)
Uses ESMF3 series
Core modules redesigned as “tight containers”only public methods and variables are exposed
Strict checking of configuration settings
Anew suite of spatial upscaling algorithms
Support for 3d meteorological data
Supports computational halos
![Page 16: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/16.jpg)
Uses ESMF3 series
Core modules redesigned as “tight containers”only public methods and variables are exposed
Strict checking of configuration settings
Anew suite of spatial upscaling algorithms
Support for 3d meteorological data
Supports computational halos
![Page 17: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/17.jpg)
Uses ESMF3 series
Core modules redesigned as “tight containers”only public methods and variables are exposed
Strict checking of configuration settings
Anew suite of spatial upscaling algorithms
Support for 3d meteorological data
Supports computational halos
Processor 3 Processor 4
Processor 1 Processor 2
![Page 18: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/18.jpg)
Uses ESMF3 series
Core modules redesigned as “tight containers”only public methods and variables are exposed
Strict checking of configuration settings
Anew suite of spatial upscaling algorithms
Support for 3d meteorological data
Supports computational halos
Processor 3 Processor 4
Processor 1 Processor 2
![Page 19: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/19.jpg)
Uses ESMF3 series
Core modules redesigned as “tight containers”only public methods and variables are exposed
Strict checking of configuration settings
Anew suite of spatial upscaling algorithms
Support for 3d meteorological data
Supports computational halos
Processor 3 Processor 4
Processor 1 Processor 2
Halo size along x: 10Halo size along y: 10
![Page 20: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/20.jpg)
![Page 21: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/21.jpg)
Configurable I/O Model independent
Binary, Grib1, NETCDF
Options for unit conversions
Options for temporal averaging
![Page 22: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/22.jpg)
Configurable I/O Model independent
Binary, Grib1, NETCDF
Options for unit conversions
Options for temporal averaging
#Name Select? Units Timeavg Max/min Vert.levels Gribid Grib categorySwnet: 1 W/m2 1 0 1 111 10 Lwnet: 1 W/m2 1 0 1 112 10Qle: 1 W/m2 1 0 1 121 10............Totalprecip: 1 kg/m2 3 1 1 164 10............SoilMoist: 1 m3/m3 2 0 4 84 1000......#Parameters ............Landcover: 1 -- 0 0 1 186 1............
![Page 23: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/23.jpg)
![Page 24: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/24.jpg)
Incremental forcing overlays
![Page 25: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/25.jpg)
Incremental forcing overlays“Spatial Mosaicing” of different forcings concurrently
![Page 26: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/26.jpg)
Incremental forcing overlays“Spatial Mosaicing” of different forcings concurrently
Multiple, incremental overlays of different supplemental forcings
![Page 27: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/27.jpg)
Incremental forcing overlays“Spatial Mosaicing” of different forcings concurrently
Multiple, incremental overlays of different supplemental forcings
NLDAS + GDAS
![Page 28: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/28.jpg)
Incremental forcing overlays“Spatial Mosaicing” of different forcings concurrently
Multiple, incremental overlays of different supplemental forcings
![Page 29: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/29.jpg)
Incremental forcing overlays“Spatial Mosaicing” of different forcings concurrently
Multiple, incremental overlays of different supplemental forcings
Optional data masks
![Page 30: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/30.jpg)
Incremental forcing overlays“Spatial Mosaicing” of different forcings concurrently
Multiple, incremental overlays of different supplemental forcings
Optional data masks
CONUS mask appliedNo mask applied
![Page 31: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/31.jpg)
Incremental forcing overlays
![Page 32: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/32.jpg)
Incremental forcing overlays
Base forcing source: 1 # GDASNumber of base forcing variables: 10 Use elevation correction (base forcing): 1 #1-use lapse rateSpatial interpolation method (base forcing): 1 #1-bilinearTemporal interpolation method (base forcing): 1 #1-linearNumber of supplemental forcing sources: 3 # 0 or higherSupplemental forcing sources: 4 2 16 # NLDAS+CMAP+STAGEIVNumber of supplemental forcing variables: 10 1 1Use elevation correction (supplemental forcing): 0 0 0 #1-use lapse rateSpatial interpolation method (supplemental forcing): 1 2 2Temporal interpolation method (supplemental forcing): 1 1 1
![Page 33: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/33.jpg)
Incremental forcing overlays
Base forcing source: 1 # GDASNumber of base forcing variables: 10 Use elevation correction (base forcing): 1 #1-use lapse rateSpatial interpolation method (base forcing): 1 #1-bilinearTemporal interpolation method (base forcing): 1 #1-linearNumber of supplemental forcing sources: 3 # 0 or higherSupplemental forcing sources: 4 2 16 # NLDAS+CMAP+STAGEIVNumber of supplemental forcing variables: 10 1 1Use elevation correction (supplemental forcing): 0 0 0 #1-use lapse rateSpatial interpolation method (supplemental forcing): 1 2 2Temporal interpolation method (supplemental forcing): 1 1 1
#ALMA Name select vlevels units Tair: 1 1 K # Near Surface Air Temperature Qair: 1 1 kg/kg # Near Surface Specific HumiditySWdown: 1 1 W/m2 # Incident Shortwave Radiation SWdirect: 0 1 W/m2 # Incident Shortwave Radiation SWdiffuse: 0 1 W/m2 # Incident Shortwave Radiation LWdown: 1 1 W/m2 # Incident Longwave Radiation Wind_E: 1 1 W/m2 # Eastward Wind Wind_N: 1 1 m/s # Northward Wind Psurf: 1 1 Pa # Surface Pressure Rainf: 1 1 kg/m2s # Rainfall Rate Snowf: 0 1 kg/m2s # Snowfall Rate CRainf: 1 1 kg/m2s # Convective Rainfall Rate Forc_Hgt: 0 1 m # Height of Forcing Variables Ch: 0 1 - # Surface Exchange Coefficient for Heat
![Page 34: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/34.jpg)
![Page 35: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/35.jpg)
Incremental data assimilation overlaysAllows concurrent instances of data assimilation
![Page 36: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/36.jpg)
Incremental data assimilation overlaysAllows concurrent instances of data assimilation
0z 6z 12z 18z 0z
![Page 37: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/37.jpg)
Incremental data assimilation overlaysAllows concurrent instances of data assimilation
0z 6z 12z 18z 0z
MODIS sca
![Page 38: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/38.jpg)
Incremental data assimilation overlaysAllows concurrent instances of data assimilation
0z 6z 12z 18z 0z
MODIS sca
AMSRE soil moisture
![Page 39: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/39.jpg)
Incremental data assimilation overlaysAllows concurrent instances of data assimilation
0z 6z 12z 18z 0z
MODIS sca
AMSRE soil moisture
MODIS LST
![Page 40: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/40.jpg)
![Page 41: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/41.jpg)
ESMF-compliant coupling to WRF
![Page 42: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/42.jpg)
ESMF-compliant coupling to WRF
LIS
![Page 43: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/43.jpg)
ESMF-compliant coupling to WRF
LIS WRF
![Page 44: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/44.jpg)
ESMF-compliant coupling to WRF
LIS WRF
ESMF Gridded Component
![Page 45: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/45.jpg)
ESMF-compliant coupling to WRF
LIS WRF
ESMF Gridded Component ESMF Gridded Component
![Page 46: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/46.jpg)
ESMF-compliant coupling to WRF
LIS WRF
ESMF Gridded Component ESMF Gridded Component
LIS to WRF CouplerESMF Coupler Component
WRF to LIS couplerESMF Coupler Component
![Page 47: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/47.jpg)
Abstractions Layer Enhancements
![Page 48: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/48.jpg)
![Page 49: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/49.jpg)
Dynamic bias estimation
![Page 50: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/50.jpg)
Dynamic bias estimationAllows the incorporation of a dynamic bias estimation algorithms
![Page 51: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/51.jpg)
Dynamic bias estimationAllows the incorporation of a dynamic bias estimation algorithms
Data Assimilation
![Page 52: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/52.jpg)
Dynamic bias estimationAllows the incorporation of a dynamic bias estimation algorithms
Data AssimilationRefined interfaces (More QA/QC options, I/O of processed observations)
![Page 53: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/53.jpg)
Dynamic bias estimationAllows the incorporation of a dynamic bias estimation algorithms
Data AssimilationRefined interfaces (More QA/QC options, I/O of processed observations)
Land Surface Parameters
![Page 54: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/54.jpg)
Dynamic bias estimationAllows the incorporation of a dynamic bias estimation algorithms
Data AssimilationRefined interfaces (More QA/QC options, I/O of processed observations)
Land Surface ParametersEliminated map projection dependencies
![Page 55: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/55.jpg)
![Page 56: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/56.jpg)
Radiative Transfer Models
![Page 57: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/57.jpg)
Radiative Transfer ModelsAllows the incorporation of radiative transfer and forward modeling methods
![Page 58: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/58.jpg)
Radiative Transfer ModelsAllows the incorporation of radiative transfer and forward modeling methods
Towards a radiance-based data assimilation system
![Page 59: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/59.jpg)
Radiative Transfer ModelsAllows the incorporation of radiative transfer and forward modeling methods
Towards a radiance-based data assimilation system
![Page 60: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/60.jpg)
Radiative Transfer ModelsAllows the incorporation of radiative transfer and forward modeling methods
Towards a radiance-based data assimilation system
LIS Core
![Page 61: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/61.jpg)
Radiative Transfer ModelsAllows the incorporation of radiative transfer and forward modeling methods
Towards a radiance-based data assimilation system
LIS Core
Radiative
Transfer
Models
RTM_initRTM_forcingRTM_geometryRTM_runRTM_output
![Page 62: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/62.jpg)
Radiative Transfer ModelsAllows the incorporation of radiative transfer and forward modeling methods
Towards a radiance-based data assimilation system
LIS Coresurface_to_RTM
Land Surface Model
Radiative
Transfer
Models
RTM_initRTM_forcingRTM_geometryRTM_runRTM_output
![Page 63: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/63.jpg)
Radiative Transfer ModelsAllows the incorporation of radiative transfer and forward modeling methods
Towards a radiance-based data assimilation system
LIS Coresurface_to_RTM
Land Surface Model
Meteorological Inputs
Read/Interpolate native data
Radiative
Transfer
Models
RTM_initRTM_forcingRTM_geometryRTM_runRTM_output
![Page 64: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/64.jpg)
Radiative Transfer ModelsAllows the incorporation of radiative transfer and forward modeling methods
Towards a radiance-based data assimilation system
LIS Coresurface_to_RTM
Land Surface Model
Meteorological Inputs
Read/Interpolate native data
Radiative
Transfer
Models
RTM_initRTM_forcingRTM_geometryRTM_runRTM_output
ObsPred {...
call RTM_run...}
Data
Assimilation
![Page 65: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/65.jpg)
![Page 66: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/66.jpg)
Optimization
![Page 67: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/67.jpg)
OptimizationAllows the incorporation of optimization algorithms
![Page 68: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/68.jpg)
OptimizationAllows the incorporation of optimization algorithms
![Page 69: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/69.jpg)
OptimizationAllows the incorporation of optimization algorithms
LIS Core
![Page 70: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/70.jpg)
OptimizationAllows the incorporation of optimization algorithms
LIS CoreParameters in theLSM
Decision(Variable)
Space
![Page 71: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/71.jpg)
OptimizationAllows the incorporation of optimization algorithms
LIS CoreParameters in theLSM
Decision(Variable)
Space
Objective (Constraint)
Space
Observations
Soil Moisture
Fluxes, ....
![Page 72: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/72.jpg)
OptimizationAllows the incorporation of optimization algorithms
LIS Core
OptimizationAlgorithm
PEST
GA
SCE-UA
Parameters in theLSM
Decision(Variable)
Space
Objective (Constraint)
Space
Observations
Soil Moisture
Fluxes, ....
![Page 73: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/73.jpg)
Model Layer Additions
![Page 74: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/74.jpg)
![Page 75: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/75.jpg)
LSMs: Noah 3.1 (supports concurrent use of multiple Noah versions), TESSEL,PLACE, CLM3.5
![Page 76: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/76.jpg)
LSMs: Noah 3.1 (supports concurrent use of multiple Noah versions), TESSEL,PLACE, CLM3.5
Running Mode: RTM forward mode, Parameter estimation mode
![Page 77: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/77.jpg)
LSMs: Noah 3.1 (supports concurrent use of multiple Noah versions), TESSEL,PLACE, CLM3.5
Running Mode: RTM forward mode, Parameter estimation mode
Meteorological Forcing: GFS, GDAS (reads 9hr forecasts), GEOS (reads GEOS5 format), NARR profiles; NLDAS, NLDAS-II, SALDAS redesigned as supplemental forcings
![Page 78: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/78.jpg)
LSMs: Noah 3.1 (supports concurrent use of multiple Noah versions), TESSEL,PLACE, CLM3.5
Running Mode: RTM forward mode, Parameter estimation mode
Meteorological Forcing: GFS, GDAS (reads 9hr forecasts), GEOS (reads GEOS5 format), NARR profiles; NLDAS, NLDAS-II, SALDAS redesigned as supplemental forcings
Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003)
![Page 79: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/79.jpg)
LSMs: Noah 3.1 (supports concurrent use of multiple Noah versions), TESSEL,PLACE, CLM3.5
Running Mode: RTM forward mode, Parameter estimation mode
Meteorological Forcing: GFS, GDAS (reads 9hr forecasts), GEOS (reads GEOS5 format), NARR profiles; NLDAS, NLDAS-II, SALDAS redesigned as supplemental forcings
Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003)
Optimization: PEST, Genetic Algorithm, SCE-UA
![Page 80: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/80.jpg)
LSMs: Noah 3.1 (supports concurrent use of multiple Noah versions), TESSEL,PLACE, CLM3.5
Running Mode: RTM forward mode, Parameter estimation mode
Meteorological Forcing: GFS, GDAS (reads 9hr forecasts), GEOS (reads GEOS5 format), NARR profiles; NLDAS, NLDAS-II, SALDAS redesigned as supplemental forcings
Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003)
Optimization: PEST, Genetic Algorithm, SCE-UA
Radiative Transfer Models: CRTM
![Page 81: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/81.jpg)
LSMs: Noah 3.1 (supports concurrent use of multiple Noah versions), TESSEL,PLACE, CLM3.5
Running Mode: RTM forward mode, Parameter estimation mode
Meteorological Forcing: GFS, GDAS (reads 9hr forecasts), GEOS (reads GEOS5 format), NARR profiles; NLDAS, NLDAS-II, SALDAS redesigned as supplemental forcings
Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003)
Optimization: PEST, Genetic Algorithm, SCE-UA
Radiative Transfer Models: CRTM
Land Surface Parameters: Real-time GVF (AVHRR, MODIS), MODIS (C5) landcover, LAI, GVF, albedo
![Page 82: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/82.jpg)
LSMs: Noah 3.1 (supports concurrent use of multiple Noah versions), TESSEL,PLACE, CLM3.5
Running Mode: RTM forward mode, Parameter estimation mode
Meteorological Forcing: GFS, GDAS (reads 9hr forecasts), GEOS (reads GEOS5 format), NARR profiles; NLDAS, NLDAS-II, SALDAS redesigned as supplemental forcings
Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003)
Optimization: PEST, Genetic Algorithm, SCE-UA
Radiative Transfer Models: CRTM
Land Surface Parameters: Real-time GVF (AVHRR, MODIS), MODIS (C5) landcover, LAI, GVF, albedo
Data Assimilation: AMSR-E soil moisture (NASA, USDA, UVA), ISCCP LST, MODIS SCA (standard and gap-filled), ANSA
![Page 83: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/83.jpg)
LSMs: Noah 3.1 (supports concurrent use of multiple Noah versions), TESSEL,PLACE, CLM3.5
Running Mode: RTM forward mode, Parameter estimation mode
Meteorological Forcing: GFS, GDAS (reads 9hr forecasts), GEOS (reads GEOS5 format), NARR profiles; NLDAS, NLDAS-II, SALDAS redesigned as supplemental forcings
Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003)
Optimization: PEST, Genetic Algorithm, SCE-UA
Radiative Transfer Models: CRTM
Land Surface Parameters: Real-time GVF (AVHRR, MODIS), MODIS (C5) landcover, LAI, GVF, albedo
Data Assimilation: AMSR-E soil moisture (NASA, USDA, UVA), ISCCP LST, MODIS SCA (standard and gap-filled), ANSA
![Page 84: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/84.jpg)
Useful (unsupported!) utilities
![Page 85: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/85.jpg)
![Page 86: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/86.jpg)
Ensemble restart generator: Generates a restart file for an ensemble run from a single ensemble member restart file
![Page 87: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/87.jpg)
Ensemble restart generator: Generates a restart file for an ensemble run from a single ensemble member restart file
GrADS control file generator: Generates a GrADS control file for a LIS simulation
![Page 88: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/88.jpg)
Ensemble restart generator: Generates a restart file for an ensemble run from a single ensemble member restart file
GrADS control file generator: Generates a GrADS control file for a LIS simulation
Restart Converter: Generates a fine resolution restart file from a coarse resolution LIS restart file
![Page 89: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/89.jpg)
Ensemble restart generator: Generates a restart file for an ensemble run from a single ensemble member restart file
GrADS control file generator: Generates a GrADS control file for a LIS simulation
Restart Converter: Generates a fine resolution restart file from a coarse resolution LIS restart file
More to come.... Contributions encouraged....
![Page 90: Land Information System - NASA · Dynamic bias estimation: GMAO bias estimation algorithm (Dee 2003) Optimization: PEST, Genetic Algorithm, SCE-UA Radiative Transfer Models: CRTM](https://reader033.vdocuments.net/reader033/viewer/2022060412/5f10fd8918bb1b700c3b5c8b/html5/thumbnails/90.jpg)
CaveatsNo “public” release yet
Considerable changes to LIS configuration
Documentation and Testcases are still being updated