The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences. Vol. XXXVII. Part Bl. Beijing 2008
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fitting results were y=0.804612x+0.050988(R 2 =0.77),
y=0.862697x+0.034432(R 2 =0.75) and
y=0.851294x+0.012003(R"=0.71), and the mean relative errors
were decreased to 16.4%, 18.2% and 19.3% respectively for
550, 658 and 860nm channels.
Indexes
550nm
658nm
860nm
Gosan SNU
0.159
0.134
0.108
RMSE
Shirahama
0.028
0.037
0.045
All Sites
0.151
0.128
0.103
Gosan SNU
89.4%
90.2%
78.0%
Mean (
T M T A>
)
Shirahama
8.0%
13.2%
20.9%
ta
All Sites
81.8%
83.0%
72.6%
Percentage of
Gosan SNU
58.6%
41.4%
48.3%
retrievals within
Shirahama
100%
100%
33.3%
expected
All Sites
62.5%
46.9%
46.9%
uncertainties
Table 1. AOT match-up error statistics for 25km radius and
±0.5h
Using 45km radius and ±1.0h as the sampling window, there
were 616 match-up. Excluding those with ground-based
measurements less than 4 and satellite pixels less than 9, 120
matched data were left, in which ground-based data were from
sites of “Gosan SNU” (74 match-ups), “Hong Kong PolyU”
(12 match-ups), “NCU Taiwan” (13 match-ups), “Shirahama”
(9 match-ups) and “Taichung” (8 match-ups) with the averaged |
AOT at 550nm of 0.35. Figure 3 displays the scatter diagrams
of match-ups. Table 2 lists the corresponding error statistics.
From the AOT linear analysis results, the validation was not
satisfying with large data dispersion and R 2 all less than 0.3.
When data from “Taichuang” were discarded, results were
better with R 2 all exceeding 0.6.
The RMSE was 0.23, 0.20 and 0.17 respectively for 550, 658
and 860nm channels. The result of “Hong Kong PolyU” was
best with RMSE of 0.11, 0.09 and 0.07 respectively, and the
result of “NCU Taiwan” was the worst. From the mean value
distribution of match-ups shown in figure 4, except for “Gosan
SNU”, the MODIS retrievals were lower than AERONET
measurements, especially at ”NCU Taiwan”. It indicates to
some extent that the retrieval is not largely influenced by cloud,
and calibration may have the main impact. The large errors and
AERONET AOT at “NCU Taiwan” indicate that this site may
reflect the aerosol condition over land more than over ocean.
The mean relative errors of 3 channels all exceeded 55%. The
result of “Hong Kong PolyU” was best with errors of 23.8%,
24.0% and 25.7% respectively for 550, 658 and 860nm
channels. The result of “Gosan SNU” was the worst with lowest
ground-based measurements.
The percentages of retrievals within the expected uncertainties
were all less than 50%. If the uncertainties were
At=±0.05±0.05t for 658 and 860nm channels, the percentages
were only increased to 47.5% and 50.8% separately. The result
of “NCU Taiwan” was the best with 61.5% for 3 channels, and
the result of “Taichung” was the worst. When data from
“Taichuang” were discarded, the percentages of 550, 658 and
860nm were 49.1%, 37.0% and 40.7%.
Chen & Yang (2005) validated the NASA MODIS (Terra/Aqua)
aerosol product from 2000 to 2004 using ground-based data
from AERONET (2 sites) and SKYNET (4 sites) around
Taiwan straits and adjacent area. With 34 match-ups mainly
from “NCU Taiwan” and “Chen Kung Univ” of AERONET,
the percentages of retrievals within the expected uncertainties
were 58.8% and 64.7% for 550 and 660nm separately*, with
the ground-based averaged AOT at 550nm of 0.6. It was close
to our result of 61.5% at “NCU Taiwan” (13 match-ups) with
AERONET averaged 550nm AOT of 0.50. Because the RMSE
and averaged relative error at “NCU Taiwan” were relatively
high (0.44 and 35.6% for 550nm) and the AOT linear
relationship between AERONET and MODIS was not good, it
was considered that the validation at this site was still not
satisfying.
AERONET t(870)
Figure 3. AOT match-up scatter diagrams at 550nm, 658nm and
860nm for 45km radius and ±1,0h
Indexes
550nm
658nm
860nm
Gosan SNU
0.180
0.152
0.113
Hong Kong PolyU
0.109
0.086
0.066
RMSE
NCU Taiwan
0.437
0.414
0.401
Shirahama
0.201
0.163
0.135
Taichung
0.327
0.266
0.181
All Sites
0.231
0.202
0.172
Gosan SNU
81.3%
82.0%
68.8%
Hong Kong
23.8%
24.0%
25.7%
Mean (
T M -T A )
: Poiyu
NCU Taiwan
T A
35.6%
36.3%
36.8%
Shirahama
53.0%
59.6%
66.7%
Taichung
56.4%
60.4%
61.3%
All Sites
64.8%
66.1%
58.9%
Gosan SNU
44.6%
31.1%
37.8%
Percentage
Hong Kong
58.3%
33.3%
33.3%
of retrievals
PolyU
within
NCU Taiwan
61.5%
61.5%
61.5%
expected
Shirahama
55.6%
55.6%
44.4%
uncertainties Taichung
0.0%
0.0%
0.0%
All Sites
45.0%
34.2%
37.5%
Table 2. AOT match-up error statistics for 45km radius and
±1.0h
* The sampling window was 9x9 pixels and ±1.0h, same data
elimination method as in this paper.