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1979. Intercomparison of Polar Cloud Climatology: APP-x, ERA-40, Ground-based Observations. Sea Ice Cover Change from 1979 to 2003. (From Earth Science News at NASA, Nov. 30, 2003). 2003. Xuanji Wang Cooperative Institute for Meteorological Satellite Studies University of Wisconsin - PowerPoint PPT Presentation
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Intercomparison of Polar Cloud Climatology: APP-x, ERA-40, Ground-based Observations
Xuanji WangCooperative Institute for Meteorological Satellite Studies
University of Wisconsin
Jeff KeyOffice of Research and Applications, NOAA/NESDIS
Madison, Wisconsin
Sea Ice Cover Change from 1979 to 2003
20031979
(From Earth Science News at
NASA, Nov. 30, 2003)
APP-x Dataset: APP-x Dataset:
Extended AVHRR Polar Pathfinder (APP-x) DatasetTime period: 0400 & 1400 Local Solar Time (LST) for the period of 1982 - 2004.
Spatial resolution: 25 x 25 km2 on EASE-grid.
APP-x vs SHEBA : Cloudiness APP-x vs SHEBA : Cloudiness
Surface Heat Budget of the Arctic Ocean (SHEBA)Surface Heat Budget of the Arctic Ocean (SHEBA)Time period: Oct. 1997 – Oct. 1998, monthly mean; Spatial resolution: SEHBA ship observation.
Comparison was made on 14:00 LST at SHEBA ship site, APP-x box size is 25x25 km2 ( 5km spatial resolution APP-x data was used.)
MONTH APP-x SHEBA BIAS(A-S) RMSS
1 0.6152 0.3802 0.2350 0.2835
2 0.7280 0.5509 0.1771 0.3022
3 0.8372 0.5907 0.2466 0.3643
4 0.8029 0.6991 0.1037 0.2034
5 0.8209 0.7997 0.0212 0.0880
6 0.6892 0.7460 -0.0568 0.1908
7 0.8895 0.8445 0.0451 0.1931
8 1.0000 0.8960 0.1040 0.1040
10 0.1667 0.1250 0.0417 0.0417
11 0.6640 0.6750 -0.0110 0.3324
12 0.5787 0.2124 0.3663 0.3677
----------------------------------------------------------------
Average 0.7291 0.5970 0.1322 0.2637
APP-x vs Surface : Cloudiness APP-x vs Surface : Cloudiness
Surface-based Observations by Hahn (1995)Surface-based Observations by Hahn (1995)Time period: monthly mean over 1982-1991; Spatial resolution: Arctic area north of 80oN.
Comparison was made on the monthly mean basis, APP-x was averaged for 14:00 LST ( 25km spatial resolution APP-x dataset was used.)
APP-x vs ERA-40 : Cloudiness APP-x vs ERA-40 : Cloudiness
ECMWF 40 Year Re-analysis (ERA-40) DatasetECMWF 40 Year Re-analysis (ERA-40) Dataset
Time period: mid-1957 to mid-2002, four times per day; Spatial resolution: 2.5o x 2.5o grid.
Comparison was made on the hourly and monthly mean basis, APP-x was averaged for box size of 225 km x 225 km with 14:00 and 04:00 datasets ( 25km spatial resolution APP-x dataset was used.)
MONTH(NO) APP-x | ERA-40 | Bias (A-E)------------------------------------------------------------ 1(61) 0.47 0.63 -0.16 2(56) 0.46 0.75 -0.29 3(62) 0.30 0.53 -0.24 4(59) 0.56 0.82 -0.27 5(62) 0.60 0.60 0.00 6(59) 0.57 0.72 -0.15 7(62) 0.72 0.80 -0.08 8(62) 0.70 0.75 -0.05 9(60) 0.75 0.75 0.0010(60) 0.66 0.70 -0.0411(60) 0.59 0.71 -0.1212(62) 0.57 0.64 -0.07------------------------------------------------------- (730) 0.58 0.70 -0.12
Diurnal cycles of cloudiness at Kougarok site, Alaska from APP-x (black cross) and ERA-40 (blue curve) for January, April, July, and October, 1999.
APP-x
ERA-40
APP-x at 14:00 LST for January, 1999
APP-x at 14:00 LST for July, 1999
ERA-40 at 14:00 LST for January, 1999
ERA-40 at 14:00 LST for July, 1999
ERA-40 minus APP-x at 14:00 LST for
January, 1999
ERA-40 minus APP-x at 14:00 LST for
January, 1999
ERA-40 vs APP-x : Cloudiness
ERA-40 at 04:00 LST for January, 1999
ERA-40 at 04:00 LST for July, 1999
APP-x at 04:00 LST for January, 1999
APP-x at 04:00 LST for July, 1999
ERA-40 minus APP-x at 04:00 LST for
January, 1999
ERA-40 minus APP-x at 04:00 LST for
January, 1999
ERA-40 vs APP-x : Cloudiness
Trends in the Arctic Cloudiness from APP-x, Trends in the Arctic Cloudiness from APP-x, North of 60North of 60ooN, 14:00 LSTN, 14:00 LST
Trends in cloudiness from APP-x for winter, spring, summer, and autumn.
SummarySummary Satellites tend to overestimate cloudiness in comparison to the ground-based naked Satellites tend to overestimate cloudiness in comparison to the ground-based naked
eye observation during the Arctic darkness, and underestimate cloudiness during the eye observation during the Arctic darkness, and underestimate cloudiness during the
Arctic brightness to less extent than the Arctic darkness.Arctic brightness to less extent than the Arctic darkness.
ERA-40 tends to overestimate cloudiness in comparison to APP-x for the high-ERA-40 tends to overestimate cloudiness in comparison to APP-x for the high-
latitude area, i.e., north of 60latitude area, i.e., north of 60ooN, and underestimate cloudiness for the lower-latitude N, and underestimate cloudiness for the lower-latitude
area, i.e., south of 60area, i.e., south of 60ooN.N.
Arctic cloudiness has generally decreased or not changed in winter and at night, but Arctic cloudiness has generally decreased or not changed in winter and at night, but
increased during the day in spring. Overall, an annual weak decreasing trend in increased during the day in spring. Overall, an annual weak decreasing trend in
cloudiness over 1982-2004 was found. But if the data of 2001-2004 was excluded from cloudiness over 1982-2004 was found. But if the data of 2001-2004 was excluded from
the analysis, there would be no annual trend in Arctic cloudiness. There is a suspect the analysis, there would be no annual trend in Arctic cloudiness. There is a suspect
that calibration of NOAA-16 is problematic, especially for AVHRR visible channels, that calibration of NOAA-16 is problematic, especially for AVHRR visible channels,
though it was solved more or less in standard APP dataset.though it was solved more or less in standard APP dataset.
Trends in cloudiness for different surface types of the Arctic area north of 60Trends in cloudiness for different surface types of the Arctic area north of 60ooN are N are
consistent. consistent.