km by 10 km to 80 km by 80 km. The case study area was
divided into square grids as shown in Figure 3. The
correlation was calculated between the number of bright
pixels (rather then the digital number of pixels) in a grid and
population in the same grid. In this manner, it was hoped
that the problems associated with "saturated pixel" could be
avoided.
Figure 3: Case Study Area as divided into 40 km
by 40 km grid squares
The results of the analysis are shown in Table 1. These
models (for square grids) apparently give better results
(with R = 0.59 to 0.97), as compared with the above
mentioned pixel-by-pixel correlation (between the
digital number and population per pixel). It 1s thus
suggested the number of "bright" pixels in a grid (in this
case between 100 and 6400 sq. km.) obtained bv
DMSP/OLS may serve as a better indicator of
population.
Gnd Size Coefficient N of Samples
10km X 10km 0.59 1050
20km X 20km 0.77 321
40km X 40km 0.86 104
80km X 80km 0.97 34
Table 1: Accuracy of Estimated Population for
Square Grids in Hokkaido
CASE STUDY IN EAST COST OF U.S.A.
Another case study was also conducted on the east coast of
U.S.A., whichis composed of (part of) six states as shown
in Figure 4. The area includes such large cities as
Washington D.C., Baltimore and Philadelphia. For this
study, "synthesized" city lights data, as mentioned in
(Elvidge, 19972) was employed rather than the "one shot"
imagery used for the above mentioned analysis in Hokkaido.
Population data as developed by the U.S. Department of the
Interior were obtained through the ftp cite of CIESIN. Only
the number of bnght pixels in a grid was used to estimate
and population in the same gnd.
Figure 4: Nighttime Imagery of East Coast of
U.S.A.
The outcome of the study is as shown inTable 2. Thus case
study showed a better results in terms of accuracy in
estimating population, as compared with the study
conducted for Hokkaido. The reason why two case studies
showed some difference in accuracy of estimation is subject
to further study.
Gnd Size Coeflicient N of Samples
10km X 10km 0.81 1608
20km X 20km 0.86 440
40km X 40km 0.92 126
80km X 80km 0.93 37
Table 2: Accuracy of Estimated Population for
Square Grids in the east coast of U.S.A.
A possible explanation is that the "synthesized" city lights
data used for the U.S.A. case study of may represent the
human activity of a region more accurately than the one
time imagery applied for the Hokkaido case study, but it
should be only proved by follow-up studies.
458 International Archives of Photogrammetry and Remote Sensing. Vol. XXXII, Part 7, Budapest, 1998
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