Performance of GEM in the GCSS Pacific Cross-section Intercomparison Project (GPCI)
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Transcript of Performance of GEM in the GCSS Pacific Cross-section Intercomparison Project (GPCI)
Performance of GEM in the GCSS Pacific Cross-section Intercomparison Project
(GPCI)
Yanjun Jiao Paul Vaillancourt
Colin Jones
GEM-DAY@ OuranosJune 12, 2007
GPCI DATA RESULTS SUMMARY
GCSS (GEWEX Cloud System Study) is developing better parameterizations of cloud systems for climate models by improving our understanding of the physical processes in different types of cloud. There are 6 working groups:• Boundary Layer Clouds
• Cirrus Cloud Systems
• Extra Tropical Layer Clouds
• Precipitating Convective Cloud Systems
• Polar Clouds
• GPCI - GCSS Pacific Cross-section Intercomparison
Cases Studies using SCM/CRM/LES
Overall performance in 3D climate models (GCM/RCM)
GPCI is a working group of GCSS
GPCI is a working group of GCSSGPCI focuses on the physics, including
clouds, turbulence, convection and radiation, in the 3D climate models.
Model results are analyzed along a cross-section in the Pacific, from the stratocumulus regions off the coast of California, across the shallow cumulus areas, to the deep convection regions of the ITCZ.
Free to choose model resolution and domain
Run in climate mode with SST prescribed (June-July_August started from May 20, 1998 and 2003)
Simple but efficient (1 section, 3 clouds)
Datasets
GPCP 1DD GPCP high resolution daily data (0.5° PCP)
TRMM Tropical Rainfall Measurement Mission (0.25° PCP)
SSM/I Special Sensor Microwave/Imager (CLW and PW)
ISCCP International Satellite Cloud Climatology Project (CLDT)
CERES Clouds and the Earth’s Radiant Energy System (OLR)
WHOI Woods Hole Oceanographic Institution (QLA and HFS)
ERA40 ECMWF reanalysis (1998)
(CLDT CLWT PCVW PCPS PCPC HFS QLA FSS FDL FSG FSS FST OLR FLTC FLGC FSTC FSGC)
NRA2 NCEP/NCAR reanalysis II
(CLDT PCPT HFS QLA FSS FDL)
SSM/I
GEM
Precipitable water in the atmosphere (kg/m2)
SSM/I
GEM
30-50g/m2 50-75g/m2
Cloud liquid water (g/m2)
ERA-40 SSM/I BMRC CSU MMF GISS GKSS GEM CRCMM
-1 2 5 8 11 14 17 20 23 26 29 32 350
50
100
150
200
250
300
350
400
450
500
JJA 1998
Is GEM a bad model?
Relative humidity (%)
ISCCP
10% more 40% less
GEM
ERA40
-1 2 5 8 11 14 17 20 23 26 29 32 350
20
40
60
80
100
ERA-40
ISCCP
BMRC
CSU MMF
GISS
GKSS
NCEP G&M3
GEM
CRCMM
latitude (degrees)
JJA 1998
Cloud cover (%)
Precipitation (mm/day)
GEM
TRMM
GPCP
convective
stratiform
Zonal wind (m/s)
Meridional wind (m/s)
Vertical velocity (-Omega in Pa/s)
GEM
WHOI
NRA2
ERA40
Sensible heat flux (W/m2)
Latent heat flux (W/m2)
Shortwave radiation (W/m2)
GEM
ERA40
ERA40
GEM
GEM
CERES
Longwave radiation (W/m2)
GEMLAM_PSC - precipitating shallow convection
GEMLAM_REG -precipitating shallow convection scheme, moist TKE PBL, the turbulent mixing length of Blackadar rather than Bougeault-Lacarrere, surface roughness over water according to Charnock.
GEMLAM_PSC
GEMLAM_REG
GEM
SSM/I
GEMLAM_PSC
GEMLAM_REG
GEM
ISCCP
GEMLAM_PSC
GEMLAM_REG
GEM
TRMM
ERA40
Siebesma et al. (2004)
•GEM well simulates the precipitable water in the atmosphere but significantly underestimates the CLW in the stratocumulus region (>=50g/m2 less than SSM/I) and overestimates CLW in the shallow regions (20~50g/m2) (a precise partitioning/prognostic method is needed).
•GEM very well simulates the seasonal mean precipitation along the cross-section except in the transition area between deep and shallow convection (too strong/too many deep convection in the transition).
•GEM definitely underestimates (40% less than ISCCP) Sc cloud but overestimates about 10% shallow and deep cumulus.(more work need to be done).
SUMMARY
•GEM realistically simulates the basic structures of relative humidity except a little dry in the upper troposphere (need a preciser diagnostics from RH ---> cloud).
•GEM well simulates the zonal wind and meridional wind; also the components of the Hadley circulation including the ascending branch in the ITCZ and the descending in the mid-latitude.
•GEM simulated surface fluxes and radiation are quite close to the Observation/Reanalysis.
SUMMARY