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Validation
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Validation
The algorithm used to produce current information has been
evaluated within the limits of the quality and scope
of available ground truth, and satellite inputs. Version 1.1 of the algorithm
as implemented at NASA/ LaRC at 2.5 degree grids with ISCCP C1 data, has
been evaluated against ground truth as available from the Global Energy
Budget Archive (GEBA) for about 200 stations (Whitloch et al. 1995, Ohmura
et al. 1995) for 1986. Emphasis was put on 1986 which was selected
as a validation year for both the GEWEX/SRB project and Clouds and the
Earth's Radiant Energy System (CERES)
data subsystem (Wielicki et al., 1995). In support of these activities,
quality controlled ground based observations have been prepared for
validation, under the GEWEX/SRB
activity at the NASA Langley Research Center (LaRC), Hampton,
VA. They are available from the Global Energy Budget Archive (GEBA),
housed at the Swiss
Federal Institute of Technology, Zurich, Switzerland (Ohmura
and Gilgen, 1993), and augmended at LaRC. Version 2.1 of the algorithm was implemented at the University
of Maryland with the improved ISCCP D1 data, and two sources of water vapor.
One from TOVS, as appended to the ISCCP D1 satellite observations.
The new source of information on water vapor comes from Version 1 of the
Goddard Earth Observing System (GEOS) Data Assimilation System (DAS) developed
by the Data Assimilation Office (DAO)
of the NASA Goddard Space Flight Center and preprocessed at the NASA Langley
Research Center under the GEWEX/SRB
project .
Results
have been tested against an expended network of about 500 stations for 1986,
at monthly time scales, and are presented in Figure
1. Ability to perform validation at different scales, might
help to determine the limits of attainable accuracy using satellite observations.
As of now, methodologies were implemented with satellite inputs of different
temporal resolution. Darnell et al. (1992) and Staylor (see Whitlock et
al., 1995), use daily average radiance to compute the daily mean surface
radiation form the ISCCP C1 data. They use ERBE data, to infer surface albedo.
Bishop and Rossow (1992) use monthly mean values of ISCCP C1 data, and Li
et al. (1993) use monthly mean ERBE data, to infer directly surface net
shortwave flux. To derive the results presented at this Web site, three
hourly satellite observations were used as input, and the derived fluxes
were averaged, to obtain values at lower temporal resolutions. Of consequence
to the evaluation of the derived radiative fluxes against ground observations
are issues related to the compatibility of the satellite observations and
the ground truth. An example is presented in Figure
2, where results of evaluation against ground truth for the
entire year of 1986 are presented for both the D1 and DX scales, separately
for Europe and Africa. Information on surface radiative fluxes at high spatial
resolution is needed to address climate issues on the meso-scale, and to
bridge the scale gap with future EOS products (e.g., the CERES product will
be produced at one degree resolution). For validation activities, data from
the Global Energy Budget Archive (GEBA), housed at the Swiss
Federal Institute of Technology, Zurich, Switzerland (Ohmura
and Gilgen, 1993), and amended at the NASA Langley Research Center (LaRC),
Hampton, VA, are used.
Till now, global scale estimates of surface radiation budgets have been
obtained only from low resolution (temporal and/or spatial) satellite
observations, available at best, on 2.5 degree grids, such as the ISCCP C1 or C2
(Whitlock et al. 1995) and ISCCP D1 data (Pinker et al. 2000), ERBE (Barkstrom,
1984), or NIMBUS 7 (Kyle et al., 1993). Estimates of downwelling shortwave
fluxes have been validated on such scales, frequently, using observations from
one ground observing stations only.
Maintained by Banglin Zhang
zhang@atmos.umd.edu
and Chuan Li cli@atmos.umd.edu
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