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610.1/GMAO GEOS-5 Data Production Overview
Gi-Kong Kim
GESDIS Staff - August, 2010 1
Office HeadMichele Rienecker
ESMF
Production
I&T; Ops SW; Production; Sys admin
SSD
I & Forecasts; ODAS; LDAS; Var & Pred
IT Liason
Modeling
AGCM; LSM; OGCM; CGCM; Integration
Constituents
Ozone; Aerosols; Ocean Bio; CCC
Assimilation
Satellite Data; Analysis; Monitoring & Valid;
OSSEs
• GMAO has been established as a core resource in the development and use of satellite observations through the integrating tools of models and assimilation systems. Global ocean, atmosphere and land surface models are developed as components of assimilation and forecast systems as well as for addressing the weather and climate research questions .
• The GEOS-5 data assimilation system (DAS) is based on the GEOS-5 Atmospheric General Circulation Model (AGCM) integrated with the Gridpoint Statistical Interpolation (GSI) Analysis.
Introduction to 610.1/GMAO & GEOS-5
GESDIS Staff - August, 2010 2
• Focus of the presentation:
Introduce GESDIS staff to the GEOS-5 production at a high level and the collaboration between GES DISC and GMAO for the end-to-end GEOS-5 production operations
GMAO Products Page: http://gmao.gsfc.nasa.gov/products/
GEOS-5 Data Assimilation
GESDIS Staff - August, 2010 4
• • •
• • •
• GEOS-5 integrates the observations and models to produce the best representation of the atmospheric state
• GEOS-5 covers the entire globe with physically consistent data
GEOS-5 Data Assimilation Schematic
GESDIS Staff - August, 2010 5
Production Streams
GESDIS Staff - August, 2010 6
• Near Real Time (NRT): Assimilation products (DAS), Forecasts (http://gmao.gsfc.nasa.gov/forecasts/)
• Reprocessing for Instrument Teams
• Long-term re-analysis: MERRA
• Customized products:
- CERES team: uses controlled set of input obs to minimize data shock when a new data type is introduced in the mid-stream - YOTC
Type Description # of Var (175 total)
Freq
inst2d_met_x 2D meteorological state, instantaneous at the surface, on a single-level, or vertically integrated
27 8/day
inst3d_met_p 3D meteorological state, instantaneous on pressure coordinates 8 4/day
tavg2d_met_x 2D meteorological state, time-averaged at the surface, on a single-level, or vertically integrated
79 8/day
tavg3d_prs_v 3D pressure information, time-averaged on lcv coordinates 3 4/day
tavg3d_dyn_v 3D dynamics fields, time-averaged on lcv coordinates 14 4/day
tavg3d_cld_v 3D cloud & precipitation fields, time-averaged on lcv coordinates
10 4/day
tavg3d_met_e 3D meteorological fields, time-averaged on lcv coordinate layer edges
6 4/day
tavg3d_mst_v 3D moisture tendency fields, time-averaged on lcv coordinates 7 4/day
tavg3d_tmp_v 3D temperature tendency fields, time-averaged on lcv coordinates
11 4/day
tavg3d_wnd_v 3D wind tendency fields, time-averaged on lcv coordinates 10 4/day
GEOS-5.2.0 NRT Assimilation Products
GESDIS Staff - August, 2010 7
• V5.2.0 data are in HDF-4 at ½ deg spatial resolution. The next version, v5.6.2, will be in HDF-5 at ¼ deg .
GEOS-5 Data Users
GESDIS Staff - August, 2010 8
• EOS Instrument Teams: CERES, MLS, TES, CALIPSO, MODIS/Land
• Science Support: GMI-CTM, GEOS-CHEM (Harvard), U of MD, …
• Other Projects: GEWEX/CEOP, POWER, FLASHFlux, SRB, YOTC, GLDAS, Flood Warning, SPARC-IPY, JAXA/SMILES, …
• Field Experiments: Recently ARCTAS, TIGERZ-II, HIPPO, GloPac, GRIP (Aug, 2010)
• General Users of MERRA products at GES DISC/MDISC
Input Observations for NRT Production
GESDIS Staff - August, 20109
• Most of the input data for NRT are obtained via GES DISC. Some of the input data for non –real time use are obtained directly from other sources such RSS, ECMWF, NCAR, …
• All the input data are in BUFR format
• Currently working with NRT AIRS data team at GES DISC to acquire AIRS radiance data from LANCE.
Data Type Source Active/Passive Time Period Used
TEMPERATURERadiosonde, Aircraft, DropsondeSea Surface, Surface Marine
NCEP GDASNCEP GDAS
ActiveActive
8/14/2008 - Present8/14/2008 - Present
PRESSUREMETAR, Land Station, Marine SurfaceRadiosonde Station NCEP GDAS Active 8/14/2008 - Present
RADIANCESAQUA AIRS & AMSUAAMSUA, AMSUB, HIRS3
NOAA SERVERNCEP GDAS
ActiveActive
8/14/2008 - Present8/14/2008 - Present
WINDSRadiosonde, PIBAL, Wind Profiler, NEXRAD, Aircraft, Dropsonde, Surface MarineAtlas Buoy, Water Vapor, IR/VIS Cloud Drift
NCEP GDASNCEP GDASNCEP GDAS
ActiveActiveActive
8/14/2008 - Present8/14/2008 - Present8/14/2008 - Present
MOISTURERadiosonde, Surface MarineTMI Rain RateDropsonde
NCEP GDASNCEP GDASNCEP GDAS
ActiveActivePassive
8/14/2008 - Present8/14/2008 - Present8/14/2008 - Present
OZONESBUV NCEP GDAS Active 8/14/2008 - Present
Data Processing
GESDIS Staff - August, 2010 10
• Processing done using HEC resources at NCCS
- Uses queues of sizes ranging from 144-cpu (1/2 deg) to 720-cpu (1/4 deg) on the NCCS ‘discover’ system - GCM performance scales well as the number of CPUs is increased, but less so with GSI - Throughput: 6dd/d – 10dd/d, 30dd/d desired (MERRA: 10dd/d) (On the average, GEOS-5 system is upgraded once a year) - High throughtput vs high spatial resolution
* NRT production timeline
Z 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 0 L 7pm 1am 7am 1pm 7pm
Data 18z 0z 6z 12z
0Z 5-day Fcst
6Z DAS
Post Proc
18Z DAS
Post Proc
0Z DAS
Post Proc
12Z DAS
Post Proc
12Z 5-day Fcst
AIRS
GDAS
AIRS
GDAS
AIRS
GDAS
AIRS
GDAS
Quality Assurance
GESDIS Staff - August, 2010 11
• Online QA
- Input observations are screened before the analysis
- Output QC by QuADS (range check, hydrostatic check, ..)
• Offline product quality assessment
- Monitoring meeting held weekly
- Various analysis and monitoring tools are developed and used
E.g., OBS2HTML diagrams, forecast skill scores, O-F and O-A stats, comparison with data from other centers (NCEP, ECMWF,..)
Data Distribution
GESDIS Staff - August, 2010 12
• NRT data and MERRA via GES DISC
- NRT data distributed to subscribed users after predefined subsetting.
- MERRA: On web-based online data system with various tools for data search and order (Mirador), subsetting, data transport (ftp, openDAP, GDS), visualization (Giovanni). MERRA user metrics (http://gmao.gsfc.nasa.gov/products/) show that data are being accessed by users from over the globe at a steady rate.
- mdisc: http://disc.sci.gsfc.nasa.gov/mdisc/
• NCCS data portal for mission support and science collaborators - Forecasts as well as assimilation products are made available for mission support
- Data retained online for 6 months
- GRIP mission support page: http://gmao.gsfc.nasa.gov/projects/grip/
Source for more information
GESDIS Staff - August, 2010 13
• GMAO research page: http://gmao.gsfc.nasa.gov/ • Technical report: ‘The GEOS-5 Data Assimilation System – Documentation of Version 5.0.1, 5.1.0, and 5.2.0’