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The NCEP Climate Forecast System Reanalysis - NOAA National ...

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when there is feedback between the sea ice analysis and the sea surface temperature(SST) analysis. This is done on the model grid after an interpolation is made for SST andsea ice. When SST from the analysis is warmer than 275.3 K, no sea ice is allowed toexist. When the observed sea ice concentration is greater than (or equal to) 15%, sea iceconcentration is reset to the observed value in the guess field. When the observed sea iceconcentration is less than 15%, sea ice in the guess field is removed. In summer, the meltpond effect on ice albedo is considered in the Arctic. When there are serious problems inthe observed sea ice analysis, only the model prediction was used. This occurred duringthe period May 1-13, 2009.Since sea ice concentration was “assimilated” in the CFSR, the resulting initial conditionsare close to the observations for sea ice concentration and sea ice coverage. Figure 35shows the sea ice concentrations for September of 1987 and 2007 for the Arctic. Recordminimum Arctic sea ice was observed in September 2007. Sea ice extent, defined as thetotal area with sea ice present (including open water) for which each grid cell has at least15% sea-ice, is shown in Figure 36 for the Arctic and Antarctic in the CFSR. Largereduction in sea ice is obvious for both summers of 2007 and 2008 over the Arctic. Interannualvariability is relatively small for both hemispheres as a whole. <strong>The</strong> overall trend isslightly positive for the Antarctic and negative for the Arctic, which is consistent withprevious studies. Due to realistic sea ice distribution and other upgrades, the coupledCFSR has improved many aspects of the analysis of sea ice concentration over the polarregions, compared to the previous R1 and R2 (Wu and Grumbine, 2010, in preparation).6. <strong>The</strong> Coupler6.1 Parallel programming model<strong>The</strong> CFS model, which runs on multiple processes with message-passing tools, uses aparallel programming model called MPMD (Multiple Program Multiple Data). <strong>The</strong>re arethree programs (executables) in the CFS: the atmospheric model (GFS), the ocean model(MOM4) and the coupler, each having its own data flow. <strong>The</strong> three programs runindependently, but they exchange data as follows: the GFS runs on the atmospheric time- 37 -

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