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Improving Land Surface Energy and Water Fluxes Simulation over the Tibetan Plateau with Using a Land Data Assimilation System Hui Lu ( Tsinghua University ) Toshio Koike, Hiroyuki Tsutsui, Katsunori Tamagawa ( The University of Tokyo ) Kun Yang, Xin Li ( Chinese Academy of Science ) Xiangde Xu ( Chinese Meteorological Admistration )
Contents ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Background and objective ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Land Data Assimilation System ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Minimization scheme F(Tb obs -Tb sim ) TMI/AMSR/AMSR-E (6.9/10.6 and 18.7 GHz) SiB2/New SiB DMRT-AIEM Shuffled Complex Evolution Optimization + Assimilation LDAS LSM Tg, Tc, Mv Tb sim Mv Vegetation layer Surface Surface radiation Vegetation emission RTM Tb obs Microwave
Introduction of LDAS-UT: Input and Output LDAS-UT Meteorological Forcing :  Wind, Temp., Humidity, Pressure, Precipitation, Radiation In situ observation,  Satellite Products, model outputs, Default Parameters: Land Cover Type, Soil Type, ā€¦ā€¦ ISLSCP Output Status Variables : Energy fluxes Soil Moisture profile Soil Temp. profile Canopy Temperature ā€¦ā€¦ Semi-dynamic Vegetation information : MODIS, LAI ļƒØ  VWC MODIS, NDVI   ļƒØ Vegetation Fractional coverage : Observation: Microwave TB TMI/AMSR/AMSR-E
Application Region ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Used Data ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Results Soil Moisture
Result: Soil moisture at Gaize 0.442 26.13 25.28 NCEP 0.601 6.13 -3.01 AMSR-E 0.361 8.46 2.74 LDAS R RMSE MBE 怀
Result: Soil moisture at Naqu 0.417 12.15 10.02 NCEP 0.562 21.25 10.16 AMSR-E 0.853 3.88 -0.17 LDAS R RMSE MBE 怀
Result: Energy flux:Bowen Ratio Clean wet/dry division is showed by LDAS result, while NCEP failed to represent such a feature.
Result: energy fluxes at Gaize 0.949 77.19 -15.09 G0 0.878 31.05 12.88 lE 0.879 54.21 43.38 Hs R RMSE MBE 怀
Result: energy fluxes at Naqu 0.967 68.85 3.72 G0 0.975 35.14 6.93 lE 0.934 42.36 35.64 Hs R RMSE MBE 怀
Result:  Dynamic variation Cyclonic brings moisture from the Bay of Bengal to the SE of T-P, and brings dry air mass from Taklamagan desert LDAS-UT is able to provide more realistic land surface status for research in other principles  LDAS-UT NCEP
Remark ,[object Object],[object Object],[object Object],[object Object]
Acknowledgments ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Thank you for your attention!

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Hui-Lu-improving-flux.ppt

  • 1. Improving Land Surface Energy and Water Fluxes Simulation over the Tibetan Plateau with Using a Land Data Assimilation System Hui Lu ( Tsinghua University ) Toshio Koike, Hiroyuki Tsutsui, Katsunori Tamagawa ( The University of Tokyo ) Kun Yang, Xin Li ( Chinese Academy of Science ) Xiangde Xu ( Chinese Meteorological Admistration )
  • 2.
  • 3.
  • 4.
  • 5. Minimization scheme F(Tb obs -Tb sim ) TMI/AMSR/AMSR-E (6.9/10.6 and 18.7 GHz) SiB2/New SiB DMRT-AIEM Shuffled Complex Evolution Optimization + Assimilation LDAS LSM Tg, Tc, Mv Tb sim Mv Vegetation layer Surface Surface radiation Vegetation emission RTM Tb obs Microwave
  • 6. Introduction of LDAS-UT: Input and Output LDAS-UT Meteorological Forcing : Wind, Temp., Humidity, Pressure, Precipitation, Radiation In situ observation, Satellite Products, model outputs, Default Parameters: Land Cover Type, Soil Type, ā€¦ā€¦ ISLSCP Output Status Variables : Energy fluxes Soil Moisture profile Soil Temp. profile Canopy Temperature ā€¦ā€¦ Semi-dynamic Vegetation information : MODIS, LAI ļƒØ VWC MODIS, NDVI ļƒØ Vegetation Fractional coverage : Observation: Microwave TB TMI/AMSR/AMSR-E
  • 7.
  • 8.
  • 10. Result: Soil moisture at Gaize 0.442 26.13 25.28 NCEP 0.601 6.13 -3.01 AMSR-E 0.361 8.46 2.74 LDAS R RMSE MBE 怀
  • 11. Result: Soil moisture at Naqu 0.417 12.15 10.02 NCEP 0.562 21.25 10.16 AMSR-E 0.853 3.88 -0.17 LDAS R RMSE MBE 怀
  • 12. Result: Energy flux:Bowen Ratio Clean wet/dry division is showed by LDAS result, while NCEP failed to represent such a feature.
  • 13. Result: energy fluxes at Gaize 0.949 77.19 -15.09 G0 0.878 31.05 12.88 lE 0.879 54.21 43.38 Hs R RMSE MBE 怀
  • 14. Result: energy fluxes at Naqu 0.967 68.85 3.72 G0 0.975 35.14 6.93 lE 0.934 42.36 35.64 Hs R RMSE MBE 怀
  • 15. Result: Dynamic variation Cyclonic brings moisture from the Bay of Bengal to the SE of T-P, and brings dry air mass from Taklamagan desert LDAS-UT is able to provide more realistic land surface status for research in other principles LDAS-UT NCEP
  • 16.
  • 17.
  • 18. Thank you for your attention!