SlideShare une entreprise Scribd logo
1  sur  17
Effects of Uncertainty in Cloud Microphysics on Passive Microwave Rainfall Measurements Ju-Hye Kim and Dong-Bin Shin* Department of Atmospheric Sciences Yonsei University, Seoul, Republic of Korea jhkim07@yonsei.ac.kr, dbshin@yonsei.ac.kr
Outline 1.      Introduction (motivation) 2.      Methodology (characteristics of different microphysics schemes) 3.      Impacts of microphysics on a-priori databases  4.      Impacts of microphysics on PMW rainfall retrievals 5.      Conclusions
Cloud water + DSD Rain water + DSD Snow + , DSD Graupel + , DSD Cloud ice + DSD Hail + , DSD Water Vapor Temperature Introduction Current physically-based PMW rainfall algorithms heavily rely on CRM simulations. Simulated TB RTM e.g., Plane-Parallel , MC models Forward models provide prior information Cloud Model * e.g., Goddard Cumulus Ensemble Model (GCE),. .... Assumptions in  some parameters (e.g., microphysics)
observed simulated Introduction CRM-based rainfall retrieval algorithms have been evolved to use CRMs and observations simultaneously. e.g., The parametric rainfall algorithm: Cloud model + TRMM PR/TMI observations (1st version, Shin & Kummerow, 2003) Simulated precipitation field TB computation simulated observed Realistic set of 3-D geophysical parameters are created from combination of TRMM PR/TMI and CRM. Figure at left is a comparison of surface rainfall from TRMM PR and simulator. Once 3-D geophysical parameters are constructed, TB can be computed for any current or planned sensor. Figure at right is a comparison of Tb from TRMM TMI and simulator.
Obs. Tb vsSim. Tb ,[object Object],profile is matched, the CRMs  consistently specify ice  particles of an incorrect size  and density, which in turn  leads to lower than observed Tb.  10 GHz H 19 GHz H 10 GHz V ,[object Object],continue the development of  the Cloud Resolving Model  physics to insure that  simulations properly match the  observed relationship between ice scattering and the rainfall  column.  19 GHz V 21 GHz v 37 GHz H 85 GHz H/V 37 GHz V Assumptions in microphysics  still have great impacts on CRM+OBS.-based DBs.
Introduction Cloud Resolving Model  Simulations Passive Microwave  Rainfall Observations TRMM field campaigns  ,[object Object]
The South China Sea Monsoon Experiment (SCSMEX)
The TRMM Large-Scale Biosphere-Atmosphere Experiment in Amazonia (TRMM LBA),[object Object]
Han et al. (2010) also evaluated five cloud microphysical schemes in the MM5 using observations of TRMM TMI and PRGrecu and Olson (2006) ,[object Object],Many studies pointed out  that CRMs (mainly GCE model) tend  to produce excessive ice particles above freezing level and it may bring wrong retrieval results in microwave remote sensing of precipitation.
Methodology Different Cloud  Microphysics  PLIN TRMM Observation of  Typhoon Sudal WSM6 TyphoonJangmi  Simulations with WRF model (V3.1) 36532 36522 Goddard Thompson WDM6 Morrison Parametric rainfall algorithm ,[object Object]
Masunaga and Kummerow (2005)
Kummerow et al. (2011)Six kinds of a-priori rainfall databases !
Prognostic variable of Single-moment scheme Ty JangmiSimulation with WRF model Single-Moment PLIN WSM6  + Ns, Ng, Nr Goddard  + Nccn, Nc, Nr Thompson  + Ns, Ng, (Nc, Nr) WDM6 Double-Moment Morrison ,[object Object]
The microphysical processes related to ice-phase in the WDM6 are identical to the WSM6 scheme.
WDM6 is double moment scheme for (only) warm rain processes and it predicts a cloud condensation nuclei (CCN) number concentration.,[object Object]
Reduction of snow near and above the melting layer
More rain water and more ice particle than  WSM6

Contenu connexe

Tendances

Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
The Statistical and Applied Mathematical Sciences Institute
 
MODELING DAILY NET SHORTWAVE RADIATION OVER RUGGED SURFACES USING MODIS ATMOS...
MODELING DAILY NET SHORTWAVE RADIATION OVER RUGGED SURFACES USING MODIS ATMOS...MODELING DAILY NET SHORTWAVE RADIATION OVER RUGGED SURFACES USING MODIS ATMOS...
MODELING DAILY NET SHORTWAVE RADIATION OVER RUGGED SURFACES USING MODIS ATMOS...
grssieee
 
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
The Statistical and Applied Mathematical Sciences Institute
 
CLIM: Transition Workshop - Investigating Precipitation Extremes in the US Gu...
CLIM: Transition Workshop - Investigating Precipitation Extremes in the US Gu...CLIM: Transition Workshop - Investigating Precipitation Extremes in the US Gu...
CLIM: Transition Workshop - Investigating Precipitation Extremes in the US Gu...
The Statistical and Applied Mathematical Sciences Institute
 
igarss11_2.ppt
igarss11_2.pptigarss11_2.ppt
igarss11_2.ppt
grssieee
 
Xu_IGARSS11_snow_f.pdf
Xu_IGARSS11_snow_f.pdfXu_IGARSS11_snow_f.pdf
Xu_IGARSS11_snow_f.pdf
grssieee
 
TH3.TO4.3.ppt
TH3.TO4.3.pptTH3.TO4.3.ppt
TH3.TO4.3.ppt
grssieee
 
AGU - DEC 2015 - Point Grey Poster-Nov112015
AGU - DEC 2015 - Point Grey Poster-Nov112015AGU - DEC 2015 - Point Grey Poster-Nov112015
AGU - DEC 2015 - Point Grey Poster-Nov112015
Allison Westin, G.I.T.
 
Porosity prediction from seismic using geostatistic
Porosity prediction from seismic using geostatisticPorosity prediction from seismic using geostatistic
Porosity prediction from seismic using geostatistic
Melani Khairunisa
 
IGARSS2011-ppt - Ji Dabin.ppt
IGARSS2011-ppt - Ji Dabin.pptIGARSS2011-ppt - Ji Dabin.ppt
IGARSS2011-ppt - Ji Dabin.ppt
grssieee
 
Kvt mapping of_icing
Kvt mapping of_icingKvt mapping of_icing
Kvt mapping of_icing
Winterwind
 
VALIDATING SATELLITE LAND SURFACE TEMPERATURE PRODUCTS FOR GOES-R AND JPSS MI...
VALIDATING SATELLITE LAND SURFACE TEMPERATURE PRODUCTS FOR GOES-R AND JPSS MI...VALIDATING SATELLITE LAND SURFACE TEMPERATURE PRODUCTS FOR GOES-R AND JPSS MI...
VALIDATING SATELLITE LAND SURFACE TEMPERATURE PRODUCTS FOR GOES-R AND JPSS MI...
grssieee
 

Tendances (20)

Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
 
#5
#5#5
#5
 
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
 
MODELING DAILY NET SHORTWAVE RADIATION OVER RUGGED SURFACES USING MODIS ATMOS...
MODELING DAILY NET SHORTWAVE RADIATION OVER RUGGED SURFACES USING MODIS ATMOS...MODELING DAILY NET SHORTWAVE RADIATION OVER RUGGED SURFACES USING MODIS ATMOS...
MODELING DAILY NET SHORTWAVE RADIATION OVER RUGGED SURFACES USING MODIS ATMOS...
 
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
 
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
 
CLIM: Transition Workshop - Investigating Precipitation Extremes in the US Gu...
CLIM: Transition Workshop - Investigating Precipitation Extremes in the US Gu...CLIM: Transition Workshop - Investigating Precipitation Extremes in the US Gu...
CLIM: Transition Workshop - Investigating Precipitation Extremes in the US Gu...
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
 
igarss11_2.ppt
igarss11_2.pptigarss11_2.ppt
igarss11_2.ppt
 
Improving Physical Parametrizations in Climate Models using Machine Learning
Improving Physical Parametrizations in Climate Models using Machine LearningImproving Physical Parametrizations in Climate Models using Machine Learning
Improving Physical Parametrizations in Climate Models using Machine Learning
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
 
Xu_IGARSS11_snow_f.pdf
Xu_IGARSS11_snow_f.pdfXu_IGARSS11_snow_f.pdf
Xu_IGARSS11_snow_f.pdf
 
TH3.TO4.3.ppt
TH3.TO4.3.pptTH3.TO4.3.ppt
TH3.TO4.3.ppt
 
Iwmo18 ueslei
Iwmo18 uesleiIwmo18 ueslei
Iwmo18 ueslei
 
AGU - DEC 2015 - Point Grey Poster-Nov112015
AGU - DEC 2015 - Point Grey Poster-Nov112015AGU - DEC 2015 - Point Grey Poster-Nov112015
AGU - DEC 2015 - Point Grey Poster-Nov112015
 
Porosity prediction from seismic using geostatistic
Porosity prediction from seismic using geostatisticPorosity prediction from seismic using geostatistic
Porosity prediction from seismic using geostatistic
 
IGARSS2011-ppt - Ji Dabin.ppt
IGARSS2011-ppt - Ji Dabin.pptIGARSS2011-ppt - Ji Dabin.ppt
IGARSS2011-ppt - Ji Dabin.ppt
 
Kvt mapping of_icing
Kvt mapping of_icingKvt mapping of_icing
Kvt mapping of_icing
 
Wind Map
Wind MapWind Map
Wind Map
 
VALIDATING SATELLITE LAND SURFACE TEMPERATURE PRODUCTS FOR GOES-R AND JPSS MI...
VALIDATING SATELLITE LAND SURFACE TEMPERATURE PRODUCTS FOR GOES-R AND JPSS MI...VALIDATING SATELLITE LAND SURFACE TEMPERATURE PRODUCTS FOR GOES-R AND JPSS MI...
VALIDATING SATELLITE LAND SURFACE TEMPERATURE PRODUCTS FOR GOES-R AND JPSS MI...
 

Similaire à Effects of Uncertainty in Cloud Microphysics on Passive Microwave Rainfall Measurements

Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
The Statistical and Applied Mathematical Sciences Institute
 
4_Presentation.DE+EnVA.20110727.ppt
4_Presentation.DE+EnVA.20110727.ppt4_Presentation.DE+EnVA.20110727.ppt
4_Presentation.DE+EnVA.20110727.ppt
grssieee
 
Optimal combinaison of CFD modeling and statistical learning for short-term w...
Optimal combinaison of CFD modeling and statistical learning for short-term w...Optimal combinaison of CFD modeling and statistical learning for short-term w...
Optimal combinaison of CFD modeling and statistical learning for short-term w...
Jean-Claude Meteodyn
 
Question and answers webinar hydrodynamic modeling on the northwest european ...
Question and answers webinar hydrodynamic modeling on the northwest european ...Question and answers webinar hydrodynamic modeling on the northwest european ...
Question and answers webinar hydrodynamic modeling on the northwest european ...
Deltares
 

Similaire à Effects of Uncertainty in Cloud Microphysics on Passive Microwave Rainfall Measurements (20)

Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
Program on Mathematical and Statistical Methods for Climate and the Earth Sys...
 
4_Presentation.DE+EnVA.20110727.ppt
4_Presentation.DE+EnVA.20110727.ppt4_Presentation.DE+EnVA.20110727.ppt
4_Presentation.DE+EnVA.20110727.ppt
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
 
DSD-INT 2016 Keynote Lecture 2016: From global to local: the latest developme...
DSD-INT 2016 Keynote Lecture 2016: From global to local: the latest developme...DSD-INT 2016 Keynote Lecture 2016: From global to local: the latest developme...
DSD-INT 2016 Keynote Lecture 2016: From global to local: the latest developme...
 
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
IUKWC Workshop Nov16: Developing Hydro-climatic Services for Water Security –...
 
Thin Film Pressure Estimation of Argon and Water using LAMMPS
Thin Film Pressure Estimation of Argon and Water using LAMMPSThin Film Pressure Estimation of Argon and Water using LAMMPS
Thin Film Pressure Estimation of Argon and Water using LAMMPS
 
Climate downscaling
Climate downscalingClimate downscaling
Climate downscaling
 
Erfani_2016_acp
Erfani_2016_acpErfani_2016_acp
Erfani_2016_acp
 
Simulating Weather: Numerical Weather Prediction as Computational Simulation
Simulating Weather: Numerical Weather Prediction as Computational SimulationSimulating Weather: Numerical Weather Prediction as Computational Simulation
Simulating Weather: Numerical Weather Prediction as Computational Simulation
 
MarkSim GCM: generating plausible weather data for future climates
MarkSim GCM: generating plausible weather data for future climatesMarkSim GCM: generating plausible weather data for future climates
MarkSim GCM: generating plausible weather data for future climates
 
Optimal combinaison of CFD modeling and statistical learning for short-term w...
Optimal combinaison of CFD modeling and statistical learning for short-term w...Optimal combinaison of CFD modeling and statistical learning for short-term w...
Optimal combinaison of CFD modeling and statistical learning for short-term w...
 
International Journal of Engineering Research and Development
International Journal of Engineering Research and DevelopmentInternational Journal of Engineering Research and Development
International Journal of Engineering Research and Development
 
Simulation of icing events over Gaspé region
Simulation of icing events over Gaspé regionSimulation of icing events over Gaspé region
Simulation of icing events over Gaspé region
 
Scheel et al_2011_trmm_andes
Scheel et al_2011_trmm_andesScheel et al_2011_trmm_andes
Scheel et al_2011_trmm_andes
 
Question and answers webinar hydrodynamic modeling on the northwest european ...
Question and answers webinar hydrodynamic modeling on the northwest european ...Question and answers webinar hydrodynamic modeling on the northwest european ...
Question and answers webinar hydrodynamic modeling on the northwest european ...
 
The community climate system model ccsm3
The community climate system model ccsm3The community climate system model ccsm3
The community climate system model ccsm3
 
Ocean Modelling
Ocean ModellingOcean Modelling
Ocean Modelling
 
Snow tra 3d
Snow tra 3dSnow tra 3d
Snow tra 3d
 
MPE data validation
MPE data validationMPE data validation
MPE data validation
 
Machine-Learned Cloud Classes From Satellite Data for Process-Oriented Climat...
Machine-Learned Cloud Classes From Satellite Data for Process-Oriented Climat...Machine-Learned Cloud Classes From Satellite Data for Process-Oriented Climat...
Machine-Learned Cloud Classes From Satellite Data for Process-Oriented Climat...
 

Plus de 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 MODEL
grssieee
 
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 CAPABILITIES
grssieee
 
GMES SPACE COMPONENT:PROGRAMMATIC STATUS
GMES SPACE COMPONENT:PROGRAMMATIC STATUSGMES SPACE COMPONENT:PROGRAMMATIC STATUS
GMES SPACE COMPONENT:PROGRAMMATIC STATUS
grssieee
 
PROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETER
PROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETERPROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETER
PROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETER
grssieee
 
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 animations
grssieee
 
2011_Fox_Tax_Worksheets.pdf
2011_Fox_Tax_Worksheets.pdf2011_Fox_Tax_Worksheets.pdf
2011_Fox_Tax_Worksheets.pdf
grssieee
 
DLR open house
DLR open houseDLR open house
DLR open house
grssieee
 
DLR open house
DLR open houseDLR open house
DLR open house
grssieee
 
DLR open house
DLR open houseDLR open house
DLR open house
grssieee
 
Tana_IGARSS2011.ppt
Tana_IGARSS2011.pptTana_IGARSS2011.ppt
Tana_IGARSS2011.ppt
grssieee
 
Solaro_IGARSS_2011.ppt
Solaro_IGARSS_2011.pptSolaro_IGARSS_2011.ppt
Solaro_IGARSS_2011.ppt
grssieee
 

Plus de 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
 

Dernier

Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
lizamodels9
 
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
dlhescort
 
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
Renandantas16
 
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
amitlee9823
 
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Sheetaleventcompany
 
Call Girls In Noida 959961⊹3876 Independent Escort Service Noida
Call Girls In Noida 959961⊹3876 Independent Escort Service NoidaCall Girls In Noida 959961⊹3876 Independent Escort Service Noida
Call Girls In Noida 959961⊹3876 Independent Escort Service Noida
dlhescort
 
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
lizamodels9
 

Dernier (20)

Pharma Works Profile of Karan Communications
Pharma Works Profile of Karan CommunicationsPharma Works Profile of Karan Communications
Pharma Works Profile of Karan Communications
 
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
 
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Pune Just Call 9907093804 Top Class Call Girl Service Available
 
Uneak White's Personal Brand Exploration Presentation
Uneak White's Personal Brand Exploration PresentationUneak White's Personal Brand Exploration Presentation
Uneak White's Personal Brand Exploration Presentation
 
Cracking the Cultural Competence Code.pptx
Cracking the Cultural Competence Code.pptxCracking the Cultural Competence Code.pptx
Cracking the Cultural Competence Code.pptx
 
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
 
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
 
RSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors DataRSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors Data
 
Organizational Transformation Lead with Culture
Organizational Transformation Lead with CultureOrganizational Transformation Lead with Culture
Organizational Transformation Lead with Culture
 
BAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
BAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRLBAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
BAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
 
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf0183760ssssssssssssssssssssssssssss00101011 (27).pdf
0183760ssssssssssssssssssssssssssss00101011 (27).pdf
 
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
 
Ensure the security of your HCL environment by applying the Zero Trust princi...
Ensure the security of your HCL environment by applying the Zero Trust princi...Ensure the security of your HCL environment by applying the Zero Trust princi...
Ensure the security of your HCL environment by applying the Zero Trust princi...
 
Monthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptxMonthly Social Media Update April 2024 pptx.pptx
Monthly Social Media Update April 2024 pptx.pptx
 
Famous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st CenturyFamous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st Century
 
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRLMONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
MONA 98765-12871 CALL GIRLS IN LUDHIANA LUDHIANA CALL GIRL
 
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
 
Call Girls In Noida 959961⊹3876 Independent Escort Service Noida
Call Girls In Noida 959961⊹3876 Independent Escort Service NoidaCall Girls In Noida 959961⊹3876 Independent Escort Service Noida
Call Girls In Noida 959961⊹3876 Independent Escort Service Noida
 
Dr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdfDr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdf
 
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
 

Effects of Uncertainty in Cloud Microphysics on Passive Microwave Rainfall Measurements

  • 1. Effects of Uncertainty in Cloud Microphysics on Passive Microwave Rainfall Measurements Ju-Hye Kim and Dong-Bin Shin* Department of Atmospheric Sciences Yonsei University, Seoul, Republic of Korea jhkim07@yonsei.ac.kr, dbshin@yonsei.ac.kr
  • 2. Outline 1. Introduction (motivation) 2. Methodology (characteristics of different microphysics schemes) 3. Impacts of microphysics on a-priori databases 4. Impacts of microphysics on PMW rainfall retrievals 5. Conclusions
  • 3. Cloud water + DSD Rain water + DSD Snow + , DSD Graupel + , DSD Cloud ice + DSD Hail + , DSD Water Vapor Temperature Introduction Current physically-based PMW rainfall algorithms heavily rely on CRM simulations. Simulated TB RTM e.g., Plane-Parallel , MC models Forward models provide prior information Cloud Model * e.g., Goddard Cumulus Ensemble Model (GCE),. .... Assumptions in some parameters (e.g., microphysics)
  • 4. observed simulated Introduction CRM-based rainfall retrieval algorithms have been evolved to use CRMs and observations simultaneously. e.g., The parametric rainfall algorithm: Cloud model + TRMM PR/TMI observations (1st version, Shin & Kummerow, 2003) Simulated precipitation field TB computation simulated observed Realistic set of 3-D geophysical parameters are created from combination of TRMM PR/TMI and CRM. Figure at left is a comparison of surface rainfall from TRMM PR and simulator. Once 3-D geophysical parameters are constructed, TB can be computed for any current or planned sensor. Figure at right is a comparison of Tb from TRMM TMI and simulator.
  • 5.
  • 6.
  • 7. The South China Sea Monsoon Experiment (SCSMEX)
  • 8.
  • 9.
  • 10.
  • 12. Kummerow et al. (2011)Six kinds of a-priori rainfall databases !
  • 13.
  • 14. The microphysical processes related to ice-phase in the WDM6 are identical to the WSM6 scheme.
  • 15.
  • 16. Reduction of snow near and above the melting layer
  • 17. More rain water and more ice particle than WSM6
  • 18. Increased rain water below 5 km altitude
  • 19. Similar distribution of ice particle compared to WSM6
  • 23.
  • 24. The simulated and observed databases show relatively large discrepancy at 85 GHz scattering index (Sm).WDM6  Simulated Indices MORR  SM85 PM37 PM10 PM19 PM85 Observed Indices
  • 25.
  • 26. Simulated DBs generally follow the pattern of the Obs. DB. (smaller variability in 10, 19, and 37 GHz attenuation indices. Larger variability in 85 GHz attenuation index). / PLIN / / WSM6, WDM6 / Difference between Obs. and Simulated DBs / GCE, THOM, MORR /
  • 27. Impacts of microphysics on rainfall retrievals Orbit : 36537 Retrieved rainfall distributions for Ty Sudal PR 2A25 TMI 2A12
  • 28. Scatter plots of PR vs retrieved rain rates for Ty Sudal Retrieved rainfall PR rainfall
  • 29. Retrieval statistics for different rain types (convective vsstratiform) PR 2A23 Convective Yellow : Convective Blue : Stratiform Stratiform
  • 30. Comparison of averaged hydrometeor amounts In the databases PLIN ~ Too much graupel In the retrieval s THOM ~ Too much snow WDM6 ~ Increased rain water and reduced cloud water
  • 31.
  • 32. Major difference in six microphysics schemes exists in their cold rain processes (ice initiation, sedimentation property of solid particles).
  • 33. PLIN and THOM schemes produce too much graupel and snow, respectively, while the ice processes seem to be comparable to those from WSM6 and WDM6.
  • 34. This study suggests that uncertainties associated with cloud microphysics affect significantly PMW rainfall measurements (at least for extreme events).  Both intensity and distribution of retrieved rainfalls are better represented by the WDM6, WSM6 and Goddard microphysics-based DBs.WSM6 Goddard Thompson WDM6 Morrison