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Reanalyses – A sharing of juicy tidbits * and gory details**. Andrew Klekociuk, Australian Antarctic Division * a choice or pleasing bit of anything, as gossip. ** to tell all the small details about something that is unpleasant or interesting in a shocking way. Outline. - PowerPoint PPT Presentation
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Reanalyses – A sharing of juicy tidbits* and gory details**
Andrew Klekociuk, Australian Antarctic Division* a choice or pleasing bit of anything, as gossip.** to tell all the small details about something that is unpleasant or interesting in a shocking way.
Outline
• A Brief Introduction to Reanalyses
• Uses• Potential Issues• Resources
Reanalysis = Retrospective Analysis
• Observations taken over a long time period are combined objectively with a model forecast to form time-series of fields representing the state of the system.
• Observations:– Atmosphere: pressure, temperature, wind
humidity.– Ocean: pressure, temperature, currents, salinity.
Reanalysis = Retrospective Analysis
• Model is kept constant over entire time period (though quality, density and type of observations can change).
• Differs from ‘operation analysis’ where the model may change.
• Data assimilation fills gaps.• The best resource –
http://reanalyses.org/
Key Reanalyses
• Atmosphere – http://reanalysis.org/atmosphere/overview-current-reanalyses
– ECMWF (European Centre for Medium-Range Weather Forecasts)
– NCEP/NCAR (National Centers for Environmental Prediction, National Center for Atmospheric Research)
• Oceans – http://reanalysis.org/ocean/overview-current-reanalyses
– NCEP CFSR (Climate Forecast System Reanalysis)
Applications
• Climate Model Intercomparisons
ACCESS = Australian Community Climate and Earth System Simulator
Bias with respect to ERA-40, averaged over 1980-2000
Potential Issues• Data Assimilation/Filtering/Interpolation
Methods: 4-dimensional variational analysis (4D-var) vs other approaches.
– Treatment of uncertainties (Gaussian)
• http://earth.esa.int/dragon/D5_L1_Elbern.pdf
Potential Issues• What observational data are used?
ERA-Interim: Dee et al., QJRMS 2011, Fig 10
ERA-Interim Ozone Measurements
ERA-Interim: Dee et al., QJRMS 2011, Fig 15
Total Column Ozone
ERA-Interim Surface Pressure
ERA-Interim: Dee et al., QJRMS 2011, Fig 17
Surface Pressure
Other Reanalyses of Interest
• MACC (Monitoring Atmospheric Composition and Climate) http://www.gmes-atmosphere.eu/d/services/gac/reanalysis/macc
• 20th Century Reanalysis http://www.esrl.noaa.gov/psd/data/20thC_Rean
Useful Resources
• Downloading data – local servers (e.g. NCI) vs remote servers (e.g. http://apps.ecmwf.int/datasets)
• Data viewers (e.g. Panopoly for HDF, GRIB, NetCDF -
http://www.giss.nasa.gov/tools/panoply)
• Web-based Reanalysis Intercomparison Tools (WRIT) - http://reanalyses.org/atmosphere/writ
• NCO Tools http://nco.sourceforge.net
Useful Resources
• Climate Atlases – e.g. MERRA (Modern Era Retrospective-analyses for Research Applications) http://gmao.gsfc.nasa.gov/ref/merra/atlas/menu.php
• Climate Explorer http://climexp.knmi.nl
• Climate Data Library http://iridl.ldeo.columbia.edu
• Climate Reanalyser http://cci-reanalyzer.org
• Local Resources