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LAND SURFACE ALBEDO AND
DOWNWELLING SHORTWAVE RADIATION
FROM MSG GEOSTATIONARY SATELLITE
         (METHOD FOR RETRIEVAL, VALIDATION,
                 AND APPLICATION)




         Dominique Carrer, Jean-Louis Roujean, Olivier Hautecoeur,
Jean-Christophe Calvet, Jure Cedilnik, Laurent Franchistéguy, Bernhard Geiger,
        Sebastien Lafont, Jean-François Mahfouf , Catherine Meurey ,
                              and Isabel Trigo
2


                                      OUTLINE


LSA SAF project

Surface Albedo Products
     method for retrieval
     evaluation
    application for weather forecast

DSSF
       evaluation
       impact on the modelled land water and energy budget


Perspectives




               IGARSS Conference 2011, Vancouver
3


                                       OUTLINE


LSA-SAF project

Surface Albedo Products
       method for retrieval
       evaluation
       application for weather forecast

DSSF
       evaluation
       impact on the modelled land water and energy budget


Perspectives




                IGARSS Conference 2011, Vancouver
4


                      LSA-SAF CHRONOGRAM

LSA-SAF: Satellite Application Facility on Land Surface Analysis




                     IGARSS Conference 2011, Vancouver
5



OPERATIONAL SYSTEM




                                    (http://landsaf.meteo.pt)




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THE Land-SAF CONSORTIUM




  IGARSS Conference 2011, Vancouver
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                     THE PRODUCTS

              Product                        Acronym   Type     Institution
Surface Albedo                               AL        OP       MF
Bi-directional Reflectance
                                             BRDF      OP-Int   MF
Distribution Function
Land Surface Temperature                     LST       OP       IM
                                                       POC-
Thermal Surface Parameter                    TSP                IMK
                                                       Int
Emissivity                                   EM        OP-Int   ICAT
Downwelling Surface Short-wave
                                             DSSF      OP       MF
Fluxes
Downwelling Surface Long-wave
                                             DSLF      OP       IM
Fluxes
Snow Cover                                   SC        OP       SMHI
Evapotranspiration                           ET        OP       RMI
Fractional Vegetation Cover                  FVC       OP       UV
Leaf Area Index                              LAI       OP       UV
Risk Fire Manager                            RFM       DEM      IDL
Fire Radiative Power & Energy                FRP&FRE   OP
Fraction of Absorbed
                                             fAPAR     OP       UV
Photosynthetic Active Radiation




         IGARSS Conference 2011, Vancouver
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             SNOW COVER




IGARSS Conference 2011, Vancouver
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       SURFACE ALBEDO




IGARSS Conference 2011, Vancouver
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LAND SURFACE TEMPERATURE




   IGARSS Conference 2011, Vancouver
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SHORT-WAVE RADIANCE




IGARSS Conference 2011, Vancouver
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LONG-WAVE RADIANCE




IGARSS Conference 2011, Vancouver
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FRACTIONAL VEGETATION COVER




    IGARSS Conference 2011, Vancouver
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       LEAF AREA INDEX




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15


                           fAPAR




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16


            THE PRODUCTS




IGARSS Conference 2011, Vancouver
17


                                      OUTLINE


LSA-SAF project

Surface Albedo Products
     method for retrieval
     evaluation
    application for weather forecast

DSSF
       evaluation
       impact on the modelled land water and energy budget


Perspectives




               IGARSS Conference 2011, Vancouver
18


    PRODUCT CHARACTERISTICS (AL)

                               Spatial Resolution: 3km at the Sub-Satellite
                                                    Point
                               Projection: native MSG/SEVIRI Projection
                               Production Frequency: Daily
                               Effective Temporal Resolution: 5 Days
                                        (in the near future also monthly)
                               Format: HDF5
Colour Composite Of            Timeliness: 3 hours
  Spectral Albedo              Dissemination: EUMETSAT broadcast system
                                        (EUMETCast), and project website
                                        (http://landsaf.meteo.pt)

                               Spectral Albedo (6): 0.6µm, 0.8µm, and 1.6µm
                               (DH&BH)
                               BroandBand Albedo (4): VIS-DH ([0.4µm, 0.7µm]
                               ), NIR-DH ([0.7µm, 4.0µm]), SW-DH ([0.3µm,
                               4.0µm]), SW-BH ([0.3µm, 4.0µm])
           IGARSS Conference 2011, Vancouver
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                       METHOD FOR RETRIEVAL
                                        TOA Reflectance Factor
for each slot
  ∆t=15min

                                                   Atmospheric
     AL1




                Geometry                                           Atmosphere
                                                    Correction


                                       TOC Reflectance Factor

                                                    BRDF Model
                Geometry                                           Previous Model Estimate
                                                     Inversion
for each day
  ∆t=1day
     AL2




                                       Model Parameters k, Ck

                Geometry                             Integration



                                                        Albedo
                           IGARSS Conference 2011, Vancouver
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              ALBEDO INPUT DATA

• MSG Data: 0.6µm, 0.8µm, 1.6µm

• Solar and View Angles

• Land/Sea Mask

• Cloud Mask (SAF-NWC software)

• Total Column Water Vapour, and Pressure (ECMWF)

• Ozone Content (Climatology)

• Aerosol Optical Thickness (Climatology)




         IGARSS Conference 2011, Vancouver
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COMPARISON WITH MODIS ALBEDO (1/2)
                                                                                               [0.4µm,0.7µm]




                                                 over Europe (from 2005-06-01 to 2006-10-01)
16-day average MSG Albedo                                                                        [0.7µm,4µm]
             –
  MODIS albedo projected
      on SEVIRI grid




                                                                                               [0.3µm,4µm]
      10-25 of June 2006




             IGARSS Conference 2011, Vancouver
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COMPARISON WITH MODIS ALBEDO (2/2)




       12-27 of July 2006




       IGARSS Conference 2011, Vancouver
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ALBEDO TIME SERIES (snowfall episodes)
                                             (Estonia)
Modis SW-BH albedo                                   (boreal forest)

MSG albedo                                   ground measurements




                                             (Germany)
                                                 (mixed shrub/tree)




         IGARSS Conference 2011, Vancouver
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           ALBEDO TIME SERIES (aerosol events)
         X10 for AOT

                   Modis SW-DH albedo
                                                             SAF-Land albedo




                                                           ground measurements


                                                                                 Rainfall

The temporal evolution of the albedo estimate is related to the evolution of surface
properties (typically rainfall). The spurious fluctuations appear to be caused by
aerosol effects.




                       IGARSS Conference 2011, Vancouver
25


                SUMMARY OF PERFORMANCES (AL)
Accuracy
   Over mid-latitude region:
           bias: 5% in relative units for SW and NIR broadband albedo (except for
             snow/ice pixels) – bellow 0.01 in absolute unit
                 20% for VIS broadband albedo (potentially due to the use of
              different BRDF models and aerosol products)
           stdev: 0.015 for VIS and 0.030 for NIR and SW (or BB)

   Over brightening surfaces (North Africa): no degradation in relative units

Publications:
Geiger, B., Carrer D., Franchistéguy L., Roujean J.-L., Meurey C., 2008, “Land Surface Albedo derived on a
daily basis from Meteosat Second Generation Observations”, IEEE Transactions on Geoscience and Remote
Sensing, 46, 3841–3856, doi:10.1109/TGRS.2008.2001798.
Carrer, D., Roujean J.-L., Meurey C., “Evaluating operational MSG/SEVIRI land surface albedo products from
LSA-SAF with ground measurements and MODIS”, IEEE Transactions on Geoscience and Remote Sensing,
doi:10.1109/TGRS.2009.2034530.
                            (Product User Manual, and Validation Report, internal documents)



                           IGARSS Conference 2011, Vancouver
26


          APPLICATION FOR WEATHER FORECAST
Weather forcast model: ALADIN (~9.5km)
Two experiments: with ALADIN albedo and with LSA-SAF albedo analysis
Run every day at 00h (2007) - 54h forcast
      Surface albedo 15022007 00UTC+12                                             2m temperature 15022007 00UTC+12
              LandSAF-reference                                                           LandSAF-reference

                          no assimilation
                                of
                                                   LandSAF albedo
                          snow/ice pixels
                                                     is lower than
                                                    Aladin albedo



                                                   a lower albedo
                                                  induced warmer
                                                  atmospheric T2m




   Conclusion of Score Study: weather model has a significant cold bias in
   winter. Satellite data permit to reduce this bais.
        (J. Cedilnik, D. Carrer, J.-L. Roujean and J.-F. Mahfouf, “Analysis of satellite derived surface albedo
                                   for numerical weather prediction”, to submit)

                             IGARSS Conference 2011, Vancouver
27


                                      OUTLINE


LSA-SAF project

Surface Albedo Products
     method for retrieval
     evaluation
    application for weather forecast

DSSF
       evaluation
       impact on the modelled land water and energy budget


Perspectives




               IGARSS Conference 2011, Vancouver
28


PRODUCT CHARACTERISTICS (DSSF)


                           Spatial Resolution: 3km at the Sub-Satellite
                                                Point
                           Projection: native MSG/SEVIRI Projection
                           Production Frequency: 30 Minutes
                           Instantaneous Flux Estimate
  DSSF                     Format: HDF5
 Estimate                  Timeliness: 3 hours
                           Dissemination: EUMETSAT broadcast system
                                    (EUMETCast), and project website
                                    (http://landsaf.meteo.pt)

                           Wavelength interval: [0.3µm, 4.0µm]



Processing
   Flag

       IGARSS Conference 2011, Vancouver
29

             EVALUATION OF DAILY DOWNWELLING
            SHORTWAVE SURFACE FLUXES (DIDSSF)

                                      LSA-SAF product DIDSSF




                                        ECMWF (DSR) product




(Geiger, B, C. Meurey, D. Lajas, L. Franchistéguy, D. Carrer, and J.-L. Roujean, 2008: Near real-time
provision of downwelling shortwave radiation estimates derived from satellite observations, Royal
Meteorological Society, 15, 411-420.)




                           IGARSS Conference 2011, Vancouver
30

        DSSF: IMPACT ON THE MODELLED LAND
            WATER AND ENERGY BUDGET
land surface model: ISBA            4 experiments: SAFRAN atmospheric analysis (Ref)
                                                   or LSA-SAF DSSF and DSLF


      Difference statistics of Net Radiation (RN) over Aurade station based on ISBA
                            simulations in using various forcing




  •    When satellite data are considered, the standard deviation of net radiation simulated with ISBA
       model can decease by 20 W.m-2 in comparison with ground-measurements.
  •     As many areas lack a high resolution meteorological forcing, the LSA-SAF radiative products
       provide new and valuable information.

 (D. Carrer, S. Lafont, J.-L. Roujean, J.-C. Calvet, C. Meurey, P. Le Moigne, and I. Trigo, 2011: Incoming
 solar and infrared radiation derived from METEOSAT: impact on the modelled land water and energy
 budget over France, Submitted to J. Of Hydrometeorology.)

                          IGARSS Conference 2011, Vancouver
31


                                      OUTLINE


LSA-SAF project

Surface Albedo Products
     method for retrieval
     evaluation
    application for weather forecast

DSSF
       evaluation
       impact on the modelled land water and energy budget


Perspectives




               IGARSS Conference 2011, Vancouver
32


   OPEN ISSUES AND FURTHER DEVELOPMENTS
•2011-2012:
1/ tuning of algorithms
2/ high latitude coverage: extension achieved due to the merging of
                               MSG and MetOp data.
3/ to strengthen validation: over Africa & snow covered areas
4/ use in NWP models:
         - radiative forcing (DSSF & DSLF).
         - surface analysis (albedo).
5/ aerosols:
         - operational algorithm under development.
(Carrer, D., J.-L. Roujean, O. Hautecoeur, and T. Elias (2010), Daily estimates of aerosol optical
thickness over land surface based on a directional and temporal analysis of SEVIRI MSG visible
observations, J. Geophys. Res., 115, D10208, doi:10.1029/2009JD012272.)

•Until 2019:
=> The LSA-SAF program provides a mean to constrain the climate trend
in Europe, Africa, and South America thanks to the insurance of a
constant production foreseen until at least 2019.

                        IGARSS Conference 2011, Vancouver
33




e-mail: dominique.carrer@meteo.fr
     IGARSS Conference 2011, Vancouver
34


            MANY THANKS




IGARSS Conference 2011, Vancouver

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1669_LAND_SURFACE_ALBEDO_AND_DOWNWELLING_SHORTWAVE_RADIATION_FROM_MSG_GEOSTATIONARY_SATELLITE_METHOD_FOR_RETRIEVAL_VALIDATION_AND_APPLICATION.pdf

  • 1. LAND SURFACE ALBEDO AND DOWNWELLING SHORTWAVE RADIATION FROM MSG GEOSTATIONARY SATELLITE (METHOD FOR RETRIEVAL, VALIDATION, AND APPLICATION) Dominique Carrer, Jean-Louis Roujean, Olivier Hautecoeur, Jean-Christophe Calvet, Jure Cedilnik, Laurent Franchistéguy, Bernhard Geiger, Sebastien Lafont, Jean-François Mahfouf , Catherine Meurey , and Isabel Trigo
  • 2. 2 OUTLINE LSA SAF project Surface Albedo Products method for retrieval evaluation application for weather forecast DSSF evaluation impact on the modelled land water and energy budget Perspectives IGARSS Conference 2011, Vancouver
  • 3. 3 OUTLINE LSA-SAF project Surface Albedo Products method for retrieval evaluation application for weather forecast DSSF evaluation impact on the modelled land water and energy budget Perspectives IGARSS Conference 2011, Vancouver
  • 4. 4 LSA-SAF CHRONOGRAM LSA-SAF: Satellite Application Facility on Land Surface Analysis IGARSS Conference 2011, Vancouver
  • 5. 5 OPERATIONAL SYSTEM (http://landsaf.meteo.pt) IGARSS Conference 2011, Vancouver
  • 6. 6 THE Land-SAF CONSORTIUM IGARSS Conference 2011, Vancouver
  • 7. 7 THE PRODUCTS Product Acronym Type Institution Surface Albedo AL OP MF Bi-directional Reflectance BRDF OP-Int MF Distribution Function Land Surface Temperature LST OP IM POC- Thermal Surface Parameter TSP IMK Int Emissivity EM OP-Int ICAT Downwelling Surface Short-wave DSSF OP MF Fluxes Downwelling Surface Long-wave DSLF OP IM Fluxes Snow Cover SC OP SMHI Evapotranspiration ET OP RMI Fractional Vegetation Cover FVC OP UV Leaf Area Index LAI OP UV Risk Fire Manager RFM DEM IDL Fire Radiative Power & Energy FRP&FRE OP Fraction of Absorbed fAPAR OP UV Photosynthetic Active Radiation IGARSS Conference 2011, Vancouver
  • 8. 8 SNOW COVER IGARSS Conference 2011, Vancouver
  • 9. 9 SURFACE ALBEDO IGARSS Conference 2011, Vancouver
  • 10. 10 LAND SURFACE TEMPERATURE IGARSS Conference 2011, Vancouver
  • 13. 13 FRACTIONAL VEGETATION COVER IGARSS Conference 2011, Vancouver
  • 14. 14 LEAF AREA INDEX IGARSS Conference 2011, Vancouver
  • 15. 15 fAPAR IGARSS Conference 2011, Vancouver
  • 16. 16 THE PRODUCTS IGARSS Conference 2011, Vancouver
  • 17. 17 OUTLINE LSA-SAF project Surface Albedo Products method for retrieval evaluation application for weather forecast DSSF evaluation impact on the modelled land water and energy budget Perspectives IGARSS Conference 2011, Vancouver
  • 18. 18 PRODUCT CHARACTERISTICS (AL) Spatial Resolution: 3km at the Sub-Satellite Point Projection: native MSG/SEVIRI Projection Production Frequency: Daily Effective Temporal Resolution: 5 Days (in the near future also monthly) Format: HDF5 Colour Composite Of Timeliness: 3 hours Spectral Albedo Dissemination: EUMETSAT broadcast system (EUMETCast), and project website (http://landsaf.meteo.pt) Spectral Albedo (6): 0.6µm, 0.8µm, and 1.6µm (DH&BH) BroandBand Albedo (4): VIS-DH ([0.4µm, 0.7µm] ), NIR-DH ([0.7µm, 4.0µm]), SW-DH ([0.3µm, 4.0µm]), SW-BH ([0.3µm, 4.0µm]) IGARSS Conference 2011, Vancouver
  • 19. 19 METHOD FOR RETRIEVAL TOA Reflectance Factor for each slot ∆t=15min Atmospheric AL1 Geometry Atmosphere Correction TOC Reflectance Factor BRDF Model Geometry Previous Model Estimate Inversion for each day ∆t=1day AL2 Model Parameters k, Ck Geometry Integration Albedo IGARSS Conference 2011, Vancouver
  • 20. 20 ALBEDO INPUT DATA • MSG Data: 0.6µm, 0.8µm, 1.6µm • Solar and View Angles • Land/Sea Mask • Cloud Mask (SAF-NWC software) • Total Column Water Vapour, and Pressure (ECMWF) • Ozone Content (Climatology) • Aerosol Optical Thickness (Climatology) IGARSS Conference 2011, Vancouver
  • 21. 21 COMPARISON WITH MODIS ALBEDO (1/2) [0.4µm,0.7µm] over Europe (from 2005-06-01 to 2006-10-01) 16-day average MSG Albedo [0.7µm,4µm] – MODIS albedo projected on SEVIRI grid [0.3µm,4µm] 10-25 of June 2006 IGARSS Conference 2011, Vancouver
  • 22. 22 COMPARISON WITH MODIS ALBEDO (2/2) 12-27 of July 2006 IGARSS Conference 2011, Vancouver
  • 23. 23 ALBEDO TIME SERIES (snowfall episodes) (Estonia) Modis SW-BH albedo (boreal forest) MSG albedo ground measurements (Germany) (mixed shrub/tree) IGARSS Conference 2011, Vancouver
  • 24. 24 ALBEDO TIME SERIES (aerosol events) X10 for AOT Modis SW-DH albedo SAF-Land albedo ground measurements Rainfall The temporal evolution of the albedo estimate is related to the evolution of surface properties (typically rainfall). The spurious fluctuations appear to be caused by aerosol effects. IGARSS Conference 2011, Vancouver
  • 25. 25 SUMMARY OF PERFORMANCES (AL) Accuracy Over mid-latitude region: bias: 5% in relative units for SW and NIR broadband albedo (except for snow/ice pixels) – bellow 0.01 in absolute unit 20% for VIS broadband albedo (potentially due to the use of different BRDF models and aerosol products) stdev: 0.015 for VIS and 0.030 for NIR and SW (or BB) Over brightening surfaces (North Africa): no degradation in relative units Publications: Geiger, B., Carrer D., Franchistéguy L., Roujean J.-L., Meurey C., 2008, “Land Surface Albedo derived on a daily basis from Meteosat Second Generation Observations”, IEEE Transactions on Geoscience and Remote Sensing, 46, 3841–3856, doi:10.1109/TGRS.2008.2001798. Carrer, D., Roujean J.-L., Meurey C., “Evaluating operational MSG/SEVIRI land surface albedo products from LSA-SAF with ground measurements and MODIS”, IEEE Transactions on Geoscience and Remote Sensing, doi:10.1109/TGRS.2009.2034530. (Product User Manual, and Validation Report, internal documents) IGARSS Conference 2011, Vancouver
  • 26. 26 APPLICATION FOR WEATHER FORECAST Weather forcast model: ALADIN (~9.5km) Two experiments: with ALADIN albedo and with LSA-SAF albedo analysis Run every day at 00h (2007) - 54h forcast Surface albedo 15022007 00UTC+12 2m temperature 15022007 00UTC+12 LandSAF-reference LandSAF-reference no assimilation of LandSAF albedo snow/ice pixels is lower than Aladin albedo a lower albedo induced warmer atmospheric T2m Conclusion of Score Study: weather model has a significant cold bias in winter. Satellite data permit to reduce this bais. (J. Cedilnik, D. Carrer, J.-L. Roujean and J.-F. Mahfouf, “Analysis of satellite derived surface albedo for numerical weather prediction”, to submit) IGARSS Conference 2011, Vancouver
  • 27. 27 OUTLINE LSA-SAF project Surface Albedo Products method for retrieval evaluation application for weather forecast DSSF evaluation impact on the modelled land water and energy budget Perspectives IGARSS Conference 2011, Vancouver
  • 28. 28 PRODUCT CHARACTERISTICS (DSSF) Spatial Resolution: 3km at the Sub-Satellite Point Projection: native MSG/SEVIRI Projection Production Frequency: 30 Minutes Instantaneous Flux Estimate DSSF Format: HDF5 Estimate Timeliness: 3 hours Dissemination: EUMETSAT broadcast system (EUMETCast), and project website (http://landsaf.meteo.pt) Wavelength interval: [0.3µm, 4.0µm] Processing Flag IGARSS Conference 2011, Vancouver
  • 29. 29 EVALUATION OF DAILY DOWNWELLING SHORTWAVE SURFACE FLUXES (DIDSSF) LSA-SAF product DIDSSF ECMWF (DSR) product (Geiger, B, C. Meurey, D. Lajas, L. Franchistéguy, D. Carrer, and J.-L. Roujean, 2008: Near real-time provision of downwelling shortwave radiation estimates derived from satellite observations, Royal Meteorological Society, 15, 411-420.) IGARSS Conference 2011, Vancouver
  • 30. 30 DSSF: IMPACT ON THE MODELLED LAND WATER AND ENERGY BUDGET land surface model: ISBA 4 experiments: SAFRAN atmospheric analysis (Ref) or LSA-SAF DSSF and DSLF Difference statistics of Net Radiation (RN) over Aurade station based on ISBA simulations in using various forcing • When satellite data are considered, the standard deviation of net radiation simulated with ISBA model can decease by 20 W.m-2 in comparison with ground-measurements. • As many areas lack a high resolution meteorological forcing, the LSA-SAF radiative products provide new and valuable information. (D. Carrer, S. Lafont, J.-L. Roujean, J.-C. Calvet, C. Meurey, P. Le Moigne, and I. Trigo, 2011: Incoming solar and infrared radiation derived from METEOSAT: impact on the modelled land water and energy budget over France, Submitted to J. Of Hydrometeorology.) IGARSS Conference 2011, Vancouver
  • 31. 31 OUTLINE LSA-SAF project Surface Albedo Products method for retrieval evaluation application for weather forecast DSSF evaluation impact on the modelled land water and energy budget Perspectives IGARSS Conference 2011, Vancouver
  • 32. 32 OPEN ISSUES AND FURTHER DEVELOPMENTS •2011-2012: 1/ tuning of algorithms 2/ high latitude coverage: extension achieved due to the merging of MSG and MetOp data. 3/ to strengthen validation: over Africa & snow covered areas 4/ use in NWP models: - radiative forcing (DSSF & DSLF). - surface analysis (albedo). 5/ aerosols: - operational algorithm under development. (Carrer, D., J.-L. Roujean, O. Hautecoeur, and T. Elias (2010), Daily estimates of aerosol optical thickness over land surface based on a directional and temporal analysis of SEVIRI MSG visible observations, J. Geophys. Res., 115, D10208, doi:10.1029/2009JD012272.) •Until 2019: => The LSA-SAF program provides a mean to constrain the climate trend in Europe, Africa, and South America thanks to the insurance of a constant production foreseen until at least 2019. IGARSS Conference 2011, Vancouver
  • 33. 33 e-mail: dominique.carrer@meteo.fr IGARSS Conference 2011, Vancouver
  • 34. 34 MANY THANKS IGARSS Conference 2011, Vancouver