SlideShare a Scribd company logo
1 of 17
Closed loop brightness temperature data inversion for the retrieval of soil hydraulic properties Marin Dimitrov, Jan Vanderborght, K. Z. Jadoon, Lutz Weihermüller, Mike Schwank and Harry Vereecken  2011 International Geoscience and Remote Sensing Symposium (IGARSS) Vancouver, Canada Soil Moisture Remote Sensing Session
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Radiometer JülBaRa with holding construction in the air. Photo from July 2010
Motivation ,[object Object],[object Object],[object Object]
Measurement campaign Goals ,[object Object],[object Object],[object Object],[object Object],5TE and SDI Sensors  Radiometer JülBaRa
Measurement campaign Measurement setup 1 2 1 2 Measurements plots Ploughed plot  Seedbed plot  Reference plot
Measurement campaign Measurement equipment Used measurement equipment. Pictures from test field Selhausen.
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],L Band Radiometer JülBaRa Holding construction and rotation possibilities of JülBaRa JülBaRa is in permanent use since September 2009
Results Soil moisture Meteorological data and measured soil moisture in 2, 5, 10 and 30 cm depth between 27.09.2009 and 27.10.2009
Results Brightness temperature Measured brightness temperature (horizontal and vertical polarization) at 45° with L-Band Radiometer JülBaRa between 27.09.2009 and 27.10.2009
Results Soil temperature Measured soil surface temperature from 02.10 to 07.10.2009 Photo from 2 October 2009 (12 P.M.) Plot 3 Plot 2 16.6 °C 16.3 °C 15.4 °C Mean skin temperature for the plots
Results Modeling procedure Flow chart diagram of the inverse modeling procedure Inversion for the soil hydraulic parameters, fitting of the brightness temperature  Soil hydraulic parameters: θr, θs, α, n,  Ks   Hydrological simulator Hydrus 1D Meteorological data: Rain and ETo (from Tair, Solar, Wind and Humidity) Simulated moisture  profile Simulated permitivity ( ε )  profile Dielectric mixing model ε Simulated Reflectivity Tb sim. Inversion Objective function:   Φ = Σ (T b sim. -T b meas. )^ 2 RTM Roughness correction   CRTM or Fresnel Tb meas. θ  sim. Global optimization with SCE Effective soil temperature   θ  meas
Results Modeling procedure Unknown hydraulic parameters:  θ r,  θ s, Ks, n and  α Parameter development after 1500 iterations, using Fresnel Θ r [cm^3/cm^3] Θ s [cm^3/cm^3] α  [cm^-1] n [-] Ks [cm/min] MVG θ r cm 3 /cm 3 θ s cm 3 /cm 3 α  1/cm n - K s cm/day l - Laboratory 0.0 0.353 0.004 1.32 0.064 0.5 Inverted 0.03 0.42 0.001 1.60 0.030 0.5
Results Modeling procedure Modeled and measured brightness temperature, modeled and measured soil moisture R^2 = 0.75 One to one line of the brightness temperature
Conclusions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Conclusions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Acknowledgments ,[object Object],[object Object],[object Object],[object Object],[object Object],The Research Unit MUSIS gratefully acknowledge the financial support from the Deutsche Forschugsgemeinschaft.
Thank you for your attention! Radiometer field of view from above, July 2010

More Related Content

What's hot

FR3.TO5.3.ppt
FR3.TO5.3.pptFR3.TO5.3.ppt
FR3.TO5.3.pptgrssieee
 
Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...
Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...
Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...Integrated Carbon Observation System (ICOS)
 
STAGR Technology
STAGR TechnologySTAGR Technology
STAGR Technologykt-energy
 
SOIL MOISTURE: A key variable for linking small scale catchment hydrology to ...
SOIL MOISTURE: A key variable for linking small scale catchment hydrology to ...SOIL MOISTURE: A key variable for linking small scale catchment hydrology to ...
SOIL MOISTURE: A key variable for linking small scale catchment hydrology to ...Luca Brocca
 
MONITORING LONG TERM VARIABILITY IN THE ATMOSPHERIC WATER VAPOUR CONTENT USIN...
MONITORING LONG TERM VARIABILITY IN THE ATMOSPHERIC WATER VAPOUR CONTENT USIN...MONITORING LONG TERM VARIABILITY IN THE ATMOSPHERIC WATER VAPOUR CONTENT USIN...
MONITORING LONG TERM VARIABILITY IN THE ATMOSPHERIC WATER VAPOUR CONTENT USIN...grssieee
 
Merging multiple soil moisture products for improving the accuracy in rainfal...
Merging multiple soil moisture products for improving the accuracy in rainfal...Merging multiple soil moisture products for improving the accuracy in rainfal...
Merging multiple soil moisture products for improving the accuracy in rainfal...Luca Brocca
 
MA Thesis Presentation
MA Thesis PresentationMA Thesis Presentation
MA Thesis Presentationbcmitche
 
TH4-TO3_5-smos_in_flight.ppt
TH4-TO3_5-smos_in_flight.pptTH4-TO3_5-smos_in_flight.ppt
TH4-TO3_5-smos_in_flight.pptgrssieee
 
2013 ASPRS Track, Developing an ArcGIS Toolbox for Estimating EvapoTranspirat...
2013 ASPRS Track, Developing an ArcGIS Toolbox for Estimating EvapoTranspirat...2013 ASPRS Track, Developing an ArcGIS Toolbox for Estimating EvapoTranspirat...
2013 ASPRS Track, Developing an ArcGIS Toolbox for Estimating EvapoTranspirat...GIS in the Rockies
 
3178_IGARSS11.ppt
3178_IGARSS11.ppt3178_IGARSS11.ppt
3178_IGARSS11.pptgrssieee
 
Mark Broomhall_Review of hyperspectral data processing and land cover reflect...
Mark Broomhall_Review of hyperspectral data processing and land cover reflect...Mark Broomhall_Review of hyperspectral data processing and land cover reflect...
Mark Broomhall_Review of hyperspectral data processing and land cover reflect...TERN Australia
 
markus_mueller_eresearchnz2016
markus_mueller_eresearchnz2016markus_mueller_eresearchnz2016
markus_mueller_eresearchnz2016Markus Müller
 
mpact of Urbanization on Land Surface Temperature - A Case Study of Kolkata N...
mpact of Urbanization on Land Surface Temperature - A Case Study of Kolkata N...mpact of Urbanization on Land Surface Temperature - A Case Study of Kolkata N...
mpact of Urbanization on Land Surface Temperature - A Case Study of Kolkata N...theijes
 
Kvt mapping of_icing
Kvt mapping of_icingKvt mapping of_icing
Kvt mapping of_icingWinterwind
 
FR4.TO5.2.ppt
FR4.TO5.2.pptFR4.TO5.2.ppt
FR4.TO5.2.pptgrssieee
 
WE2.L10.4: OPERATION ICEBRIDGE: USING INSTRUMENTED AIRCRAFT TO BRIDGE THE OBS...
WE2.L10.4: OPERATION ICEBRIDGE: USING INSTRUMENTED AIRCRAFT TO BRIDGE THE OBS...WE2.L10.4: OPERATION ICEBRIDGE: USING INSTRUMENTED AIRCRAFT TO BRIDGE THE OBS...
WE2.L10.4: OPERATION ICEBRIDGE: USING INSTRUMENTED AIRCRAFT TO BRIDGE THE OBS...grssieee
 

What's hot (19)

FR3.TO5.3.ppt
FR3.TO5.3.pptFR3.TO5.3.ppt
FR3.TO5.3.ppt
 
Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...
Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...
Klosterhalfen, Anne: Two-level Eddy Covariance Measurements Improve Land-atmo...
 
STAGR Technology
STAGR TechnologySTAGR Technology
STAGR Technology
 
SOIL MOISTURE: A key variable for linking small scale catchment hydrology to ...
SOIL MOISTURE: A key variable for linking small scale catchment hydrology to ...SOIL MOISTURE: A key variable for linking small scale catchment hydrology to ...
SOIL MOISTURE: A key variable for linking small scale catchment hydrology to ...
 
MONITORING LONG TERM VARIABILITY IN THE ATMOSPHERIC WATER VAPOUR CONTENT USIN...
MONITORING LONG TERM VARIABILITY IN THE ATMOSPHERIC WATER VAPOUR CONTENT USIN...MONITORING LONG TERM VARIABILITY IN THE ATMOSPHERIC WATER VAPOUR CONTENT USIN...
MONITORING LONG TERM VARIABILITY IN THE ATMOSPHERIC WATER VAPOUR CONTENT USIN...
 
Merging multiple soil moisture products for improving the accuracy in rainfal...
Merging multiple soil moisture products for improving the accuracy in rainfal...Merging multiple soil moisture products for improving the accuracy in rainfal...
Merging multiple soil moisture products for improving the accuracy in rainfal...
 
MA Thesis Presentation
MA Thesis PresentationMA Thesis Presentation
MA Thesis Presentation
 
TH4-TO3_5-smos_in_flight.ppt
TH4-TO3_5-smos_in_flight.pptTH4-TO3_5-smos_in_flight.ppt
TH4-TO3_5-smos_in_flight.ppt
 
2013 ASPRS Track, Developing an ArcGIS Toolbox for Estimating EvapoTranspirat...
2013 ASPRS Track, Developing an ArcGIS Toolbox for Estimating EvapoTranspirat...2013 ASPRS Track, Developing an ArcGIS Toolbox for Estimating EvapoTranspirat...
2013 ASPRS Track, Developing an ArcGIS Toolbox for Estimating EvapoTranspirat...
 
AGN STEM FINAL
AGN STEM FINALAGN STEM FINAL
AGN STEM FINAL
 
3178_IGARSS11.ppt
3178_IGARSS11.ppt3178_IGARSS11.ppt
3178_IGARSS11.ppt
 
Mark Broomhall_Review of hyperspectral data processing and land cover reflect...
Mark Broomhall_Review of hyperspectral data processing and land cover reflect...Mark Broomhall_Review of hyperspectral data processing and land cover reflect...
Mark Broomhall_Review of hyperspectral data processing and land cover reflect...
 
Assessing GHG exchange at landscape scale
Assessing GHG exchange at landscape scaleAssessing GHG exchange at landscape scale
Assessing GHG exchange at landscape scale
 
markus_mueller_eresearchnz2016
markus_mueller_eresearchnz2016markus_mueller_eresearchnz2016
markus_mueller_eresearchnz2016
 
Gis
GisGis
Gis
 
mpact of Urbanization on Land Surface Temperature - A Case Study of Kolkata N...
mpact of Urbanization on Land Surface Temperature - A Case Study of Kolkata N...mpact of Urbanization on Land Surface Temperature - A Case Study of Kolkata N...
mpact of Urbanization on Land Surface Temperature - A Case Study of Kolkata N...
 
Kvt mapping of_icing
Kvt mapping of_icingKvt mapping of_icing
Kvt mapping of_icing
 
FR4.TO5.2.ppt
FR4.TO5.2.pptFR4.TO5.2.ppt
FR4.TO5.2.ppt
 
WE2.L10.4: OPERATION ICEBRIDGE: USING INSTRUMENTED AIRCRAFT TO BRIDGE THE OBS...
WE2.L10.4: OPERATION ICEBRIDGE: USING INSTRUMENTED AIRCRAFT TO BRIDGE THE OBS...WE2.L10.4: OPERATION ICEBRIDGE: USING INSTRUMENTED AIRCRAFT TO BRIDGE THE OBS...
WE2.L10.4: OPERATION ICEBRIDGE: USING INSTRUMENTED AIRCRAFT TO BRIDGE THE OBS...
 

Viewers also liked

Altmann_IGARSS_2011a_talk.pdf
Altmann_IGARSS_2011a_talk.pdfAltmann_IGARSS_2011a_talk.pdf
Altmann_IGARSS_2011a_talk.pdfgrssieee
 
Igarss-Slides-2011-Fung.ppt
Igarss-Slides-2011-Fung.pptIgarss-Slides-2011-Fung.ppt
Igarss-Slides-2011-Fung.pptgrssieee
 
TU1.T10.5.ppt
TU1.T10.5.pptTU1.T10.5.ppt
TU1.T10.5.pptgrssieee
 
Igarss2011snow.pptx
Igarss2011snow.pptxIgarss2011snow.pptx
Igarss2011snow.pptxgrssieee
 
MO3.T03_3399_GRUHIER.pdf
MO3.T03_3399_GRUHIER.pdfMO3.T03_3399_GRUHIER.pdf
MO3.T03_3399_GRUHIER.pdfgrssieee
 
CHARACTERIZATION OF SINGULAR STRUCTURES IN POLARIMETRIC SAR IMAGES BY WAVELET...
CHARACTERIZATION OF SINGULAR STRUCTURES IN POLARIMETRIC SAR IMAGES BY WAVELET...CHARACTERIZATION OF SINGULAR STRUCTURES IN POLARIMETRIC SAR IMAGES BY WAVELET...
CHARACTERIZATION OF SINGULAR STRUCTURES IN POLARIMETRIC SAR IMAGES BY WAVELET...grssieee
 
FR4.T05.4.ppt
FR4.T05.4.pptFR4.T05.4.ppt
FR4.T05.4.pptgrssieee
 

Viewers also liked (7)

Altmann_IGARSS_2011a_talk.pdf
Altmann_IGARSS_2011a_talk.pdfAltmann_IGARSS_2011a_talk.pdf
Altmann_IGARSS_2011a_talk.pdf
 
Igarss-Slides-2011-Fung.ppt
Igarss-Slides-2011-Fung.pptIgarss-Slides-2011-Fung.ppt
Igarss-Slides-2011-Fung.ppt
 
TU1.T10.5.ppt
TU1.T10.5.pptTU1.T10.5.ppt
TU1.T10.5.ppt
 
Igarss2011snow.pptx
Igarss2011snow.pptxIgarss2011snow.pptx
Igarss2011snow.pptx
 
MO3.T03_3399_GRUHIER.pdf
MO3.T03_3399_GRUHIER.pdfMO3.T03_3399_GRUHIER.pdf
MO3.T03_3399_GRUHIER.pdf
 
CHARACTERIZATION OF SINGULAR STRUCTURES IN POLARIMETRIC SAR IMAGES BY WAVELET...
CHARACTERIZATION OF SINGULAR STRUCTURES IN POLARIMETRIC SAR IMAGES BY WAVELET...CHARACTERIZATION OF SINGULAR STRUCTURES IN POLARIMETRIC SAR IMAGES BY WAVELET...
CHARACTERIZATION OF SINGULAR STRUCTURES IN POLARIMETRIC SAR IMAGES BY WAVELET...
 
FR4.T05.4.ppt
FR4.T05.4.pptFR4.T05.4.ppt
FR4.T05.4.ppt
 

Similar to Dimitrov_IGARSS.ppt

Kush Defense
Kush DefenseKush Defense
Kush Defensekbhusal
 
Measuring water from Sky: Basin-wide ET monitoring and application
Measuring water from Sky: Basin-wide ET monitoring and applicationMeasuring water from Sky: Basin-wide ET monitoring and application
Measuring water from Sky: Basin-wide ET monitoring and applicationIwl Pcu
 
Measuring water from Sky: Basin-wide ET monitoring and application
Measuring water from Sky: Basin-wide ET monitoring and applicationMeasuring water from Sky: Basin-wide ET monitoring and application
Measuring water from Sky: Basin-wide ET monitoring and applicationIwl Pcu
 
Geothermal exploration using remote sensing techniques
Geothermal exploration using remote sensing techniquesGeothermal exploration using remote sensing techniques
Geothermal exploration using remote sensing techniquesSepideh Abadpour
 
Surface and soil moisture monitoring, estimations, variations, and retrievals
Surface and soil moisture monitoring, estimations, variations, and retrievalsSurface and soil moisture monitoring, estimations, variations, and retrievals
Surface and soil moisture monitoring, estimations, variations, and retrievalsJenkins Macedo
 
SOIL MOISTURE ASSESSMENT BY REMOTE SENSING AND GIS
SOIL MOISTURE ASSESSMENT BY REMOTE SENSING AND GISSOIL MOISTURE ASSESSMENT BY REMOTE SENSING AND GIS
SOIL MOISTURE ASSESSMENT BY REMOTE SENSING AND GISuzma shaikh
 
Time integration of evapotranspiration using a two source surface energy bala...
Time integration of evapotranspiration using a two source surface energy bala...Time integration of evapotranspiration using a two source surface energy bala...
Time integration of evapotranspiration using a two source surface energy bala...Ramesh Dhungel
 
Egu talk on EcoHydrology by Brenner et al.
Egu talk on EcoHydrology by Brenner et al.Egu talk on EcoHydrology by Brenner et al.
Egu talk on EcoHydrology by Brenner et al.Riccardo Rigon
 
Development of low cost TDR system for soil moisture measurement
Development of low cost TDR system for soil moisture measurementDevelopment of low cost TDR system for soil moisture measurement
Development of low cost TDR system for soil moisture measurementBhushan Patil
 
Modelling and remote sensing of land surface
Modelling and remote sensing of land surfaceModelling and remote sensing of land surface
Modelling and remote sensing of land surfacemehmet şahin
 
TH1.T04.2_MULTI-FREQUENCY MICROWAVE EMISSION OF THE EAST ANTARCTIC PLATEAU_IG...
TH1.T04.2_MULTI-FREQUENCY MICROWAVE EMISSION OF THE EAST ANTARCTIC PLATEAU_IG...TH1.T04.2_MULTI-FREQUENCY MICROWAVE EMISSION OF THE EAST ANTARCTIC PLATEAU_IG...
TH1.T04.2_MULTI-FREQUENCY MICROWAVE EMISSION OF THE EAST ANTARCTIC PLATEAU_IG...grssieee
 
Montzka SMOS Validation IGARSS 2011.ppt
Montzka SMOS Validation IGARSS 2011.pptMontzka SMOS Validation IGARSS 2011.ppt
Montzka SMOS Validation IGARSS 2011.pptgrssieee
 
WaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdf
WaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdfWaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdf
WaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdfWaPOR
 
A REVIEW OF VARIOUS SOIL MOISTUREMEASUREMENT TECHNIQUES
A REVIEW OF VARIOUS SOIL MOISTUREMEASUREMENT TECHNIQUESA REVIEW OF VARIOUS SOIL MOISTUREMEASUREMENT TECHNIQUES
A REVIEW OF VARIOUS SOIL MOISTUREMEASUREMENT TECHNIQUESBhushan Patil
 
DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...
DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...
DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...Deltares
 
Estimation of Spatial Variability of Land Surface Temperature using Landsat 8...
Estimation of Spatial Variability of Land Surface Temperature using Landsat 8...Estimation of Spatial Variability of Land Surface Temperature using Landsat 8...
Estimation of Spatial Variability of Land Surface Temperature using Landsat 8...theijes
 
Retrieval & monitoring of atmospheric green house gases (gh gs) through remot...
Retrieval & monitoring of atmospheric green house gases (gh gs) through remot...Retrieval & monitoring of atmospheric green house gases (gh gs) through remot...
Retrieval & monitoring of atmospheric green house gases (gh gs) through remot...debasishagri
 

Similar to Dimitrov_IGARSS.ppt (20)

Kush Defense
Kush DefenseKush Defense
Kush Defense
 
Measuring water from Sky: Basin-wide ET monitoring and application
Measuring water from Sky: Basin-wide ET monitoring and applicationMeasuring water from Sky: Basin-wide ET monitoring and application
Measuring water from Sky: Basin-wide ET monitoring and application
 
Measuring water from Sky: Basin-wide ET monitoring and application
Measuring water from Sky: Basin-wide ET monitoring and applicationMeasuring water from Sky: Basin-wide ET monitoring and application
Measuring water from Sky: Basin-wide ET monitoring and application
 
Geothermal exploration using remote sensing techniques
Geothermal exploration using remote sensing techniquesGeothermal exploration using remote sensing techniques
Geothermal exploration using remote sensing techniques
 
Surface and soil moisture monitoring, estimations, variations, and retrievals
Surface and soil moisture monitoring, estimations, variations, and retrievalsSurface and soil moisture monitoring, estimations, variations, and retrievals
Surface and soil moisture monitoring, estimations, variations, and retrievals
 
SOIL MOISTURE ASSESSMENT BY REMOTE SENSING AND GIS
SOIL MOISTURE ASSESSMENT BY REMOTE SENSING AND GISSOIL MOISTURE ASSESSMENT BY REMOTE SENSING AND GIS
SOIL MOISTURE ASSESSMENT BY REMOTE SENSING AND GIS
 
Time integration of evapotranspiration using a two source surface energy bala...
Time integration of evapotranspiration using a two source surface energy bala...Time integration of evapotranspiration using a two source surface energy bala...
Time integration of evapotranspiration using a two source surface energy bala...
 
Egu talk on EcoHydrology by Brenner et al.
Egu talk on EcoHydrology by Brenner et al.Egu talk on EcoHydrology by Brenner et al.
Egu talk on EcoHydrology by Brenner et al.
 
Development of low cost TDR system for soil moisture measurement
Development of low cost TDR system for soil moisture measurementDevelopment of low cost TDR system for soil moisture measurement
Development of low cost TDR system for soil moisture measurement
 
Modelling and remote sensing of land surface
Modelling and remote sensing of land surfaceModelling and remote sensing of land surface
Modelling and remote sensing of land surface
 
TH1.T04.2_MULTI-FREQUENCY MICROWAVE EMISSION OF THE EAST ANTARCTIC PLATEAU_IG...
TH1.T04.2_MULTI-FREQUENCY MICROWAVE EMISSION OF THE EAST ANTARCTIC PLATEAU_IG...TH1.T04.2_MULTI-FREQUENCY MICROWAVE EMISSION OF THE EAST ANTARCTIC PLATEAU_IG...
TH1.T04.2_MULTI-FREQUENCY MICROWAVE EMISSION OF THE EAST ANTARCTIC PLATEAU_IG...
 
Montzka SMOS Validation IGARSS 2011.ppt
Montzka SMOS Validation IGARSS 2011.pptMontzka SMOS Validation IGARSS 2011.ppt
Montzka SMOS Validation IGARSS 2011.ppt
 
WaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdf
WaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdfWaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdf
WaPOR version 3 - H Pelgrum - eLeaf - 05 May 2023.pdf
 
A REVIEW OF VARIOUS SOIL MOISTUREMEASUREMENT TECHNIQUES
A REVIEW OF VARIOUS SOIL MOISTUREMEASUREMENT TECHNIQUESA REVIEW OF VARIOUS SOIL MOISTUREMEASUREMENT TECHNIQUES
A REVIEW OF VARIOUS SOIL MOISTUREMEASUREMENT TECHNIQUES
 
Landslides mapping
Landslides mappingLandslides mapping
Landslides mapping
 
DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...
DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...
DSD-INT 2016 Integrating information sources for inland waters modelling - Ba...
 
Presentation
PresentationPresentation
Presentation
 
Estimation of Spatial Variability of Land Surface Temperature using Landsat 8...
Estimation of Spatial Variability of Land Surface Temperature using Landsat 8...Estimation of Spatial Variability of Land Surface Temperature using Landsat 8...
Estimation of Spatial Variability of Land Surface Temperature using Landsat 8...
 
Retrieval & monitoring of atmospheric green house gases (gh gs) through remot...
Retrieval & monitoring of atmospheric green house gases (gh gs) through remot...Retrieval & monitoring of atmospheric green house gases (gh gs) through remot...
Retrieval & monitoring of atmospheric green house gases (gh gs) through remot...
 
Presentación Tesis
Presentación TesisPresentación Tesis
Presentación Tesis
 

More from grssieee

Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...
Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...
Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...grssieee
 
SEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODEL
SEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODELSEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODEL
SEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODELgrssieee
 
TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...
TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...
TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...grssieee
 
THE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIES
THE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIESTHE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIES
THE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIESgrssieee
 
GMES SPACE COMPONENT:PROGRAMMATIC STATUS
GMES SPACE COMPONENT:PROGRAMMATIC STATUSGMES SPACE COMPONENT:PROGRAMMATIC STATUS
GMES SPACE COMPONENT:PROGRAMMATIC STATUSgrssieee
 
PROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETER
PROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETERPROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETER
PROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETERgrssieee
 
DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...
DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...
DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...grssieee
 
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...grssieee
 
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...grssieee
 
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...grssieee
 
test 34mb wo animations
test  34mb wo animationstest  34mb wo animations
test 34mb wo animationsgrssieee
 
2011_Fox_Tax_Worksheets.pdf
2011_Fox_Tax_Worksheets.pdf2011_Fox_Tax_Worksheets.pdf
2011_Fox_Tax_Worksheets.pdfgrssieee
 
DLR open house
DLR open houseDLR open house
DLR open housegrssieee
 
DLR open house
DLR open houseDLR open house
DLR open housegrssieee
 
DLR open house
DLR open houseDLR open house
DLR open housegrssieee
 
Tana_IGARSS2011.ppt
Tana_IGARSS2011.pptTana_IGARSS2011.ppt
Tana_IGARSS2011.pptgrssieee
 
Solaro_IGARSS_2011.ppt
Solaro_IGARSS_2011.pptSolaro_IGARSS_2011.ppt
Solaro_IGARSS_2011.pptgrssieee
 

More from grssieee (20)

Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...
Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...
Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...
 
SEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODEL
SEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODELSEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODEL
SEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODEL
 
TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...
TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...
TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...
 
THE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIES
THE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIESTHE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIES
THE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIES
 
GMES SPACE COMPONENT:PROGRAMMATIC STATUS
GMES SPACE COMPONENT:PROGRAMMATIC STATUSGMES SPACE COMPONENT:PROGRAMMATIC STATUS
GMES SPACE COMPONENT:PROGRAMMATIC STATUS
 
PROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETER
PROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETERPROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETER
PROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETER
 
DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...
DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...
DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...
 
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
 
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
 
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
 
Test
TestTest
Test
 
test 34mb wo animations
test  34mb wo animationstest  34mb wo animations
test 34mb wo animations
 
Test 70MB
Test 70MBTest 70MB
Test 70MB
 
Test 70MB
Test 70MBTest 70MB
Test 70MB
 
2011_Fox_Tax_Worksheets.pdf
2011_Fox_Tax_Worksheets.pdf2011_Fox_Tax_Worksheets.pdf
2011_Fox_Tax_Worksheets.pdf
 
DLR open house
DLR open houseDLR open house
DLR open house
 
DLR open house
DLR open houseDLR open house
DLR open house
 
DLR open house
DLR open houseDLR open house
DLR open house
 
Tana_IGARSS2011.ppt
Tana_IGARSS2011.pptTana_IGARSS2011.ppt
Tana_IGARSS2011.ppt
 
Solaro_IGARSS_2011.ppt
Solaro_IGARSS_2011.pptSolaro_IGARSS_2011.ppt
Solaro_IGARSS_2011.ppt
 

Recently uploaded

Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024The Digital Insurer
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdflior mazor
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 

Recently uploaded (20)

Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 

Dimitrov_IGARSS.ppt

  • 1. Closed loop brightness temperature data inversion for the retrieval of soil hydraulic properties Marin Dimitrov, Jan Vanderborght, K. Z. Jadoon, Lutz Weihermüller, Mike Schwank and Harry Vereecken 2011 International Geoscience and Remote Sensing Symposium (IGARSS) Vancouver, Canada Soil Moisture Remote Sensing Session
  • 2.
  • 3.
  • 4.
  • 5. Measurement campaign Measurement setup 1 2 1 2 Measurements plots Ploughed plot Seedbed plot Reference plot
  • 6. Measurement campaign Measurement equipment Used measurement equipment. Pictures from test field Selhausen.
  • 7.
  • 8. Results Soil moisture Meteorological data and measured soil moisture in 2, 5, 10 and 30 cm depth between 27.09.2009 and 27.10.2009
  • 9. Results Brightness temperature Measured brightness temperature (horizontal and vertical polarization) at 45° with L-Band Radiometer JülBaRa between 27.09.2009 and 27.10.2009
  • 10. Results Soil temperature Measured soil surface temperature from 02.10 to 07.10.2009 Photo from 2 October 2009 (12 P.M.) Plot 3 Plot 2 16.6 °C 16.3 °C 15.4 °C Mean skin temperature for the plots
  • 11. Results Modeling procedure Flow chart diagram of the inverse modeling procedure Inversion for the soil hydraulic parameters, fitting of the brightness temperature Soil hydraulic parameters: θr, θs, α, n, Ks Hydrological simulator Hydrus 1D Meteorological data: Rain and ETo (from Tair, Solar, Wind and Humidity) Simulated moisture profile Simulated permitivity ( ε ) profile Dielectric mixing model ε Simulated Reflectivity Tb sim. Inversion Objective function: Φ = Σ (T b sim. -T b meas. )^ 2 RTM Roughness correction CRTM or Fresnel Tb meas. θ sim. Global optimization with SCE Effective soil temperature θ meas
  • 12. Results Modeling procedure Unknown hydraulic parameters: θ r, θ s, Ks, n and α Parameter development after 1500 iterations, using Fresnel Θ r [cm^3/cm^3] Θ s [cm^3/cm^3] α [cm^-1] n [-] Ks [cm/min] MVG θ r cm 3 /cm 3 θ s cm 3 /cm 3 α 1/cm n - K s cm/day l - Laboratory 0.0 0.353 0.004 1.32 0.064 0.5 Inverted 0.03 0.42 0.001 1.60 0.030 0.5
  • 13. Results Modeling procedure Modeled and measured brightness temperature, modeled and measured soil moisture R^2 = 0.75 One to one line of the brightness temperature
  • 14.
  • 15.
  • 16.
  • 17. Thank you for your attention! Radiometer field of view from above, July 2010