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International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XXXIX-B7, 2012
XXII ISPRS Congress, 25 August — 01 September 2012, Melbourne, Australia
3. Average No of void pixels/airport: 44 (-5% of pixels in
RB);
4. The highest No of voids: 255 (-31% of pixels in RB) -
(Newark Liberty International Airport).
The items in the above list should be compared with an average
number of void pixels in the 3-arc-second SRTM (version 2),
which is on the level of approximately 0.005%.
For the subsequent analysis, only non-void pixels were
considered (51,793). Further, pixels representing the water
bodies in the vicinity of airports were also excluded from
analysis. Consequently, 49,604 pixels were available for further
consideration.
An initial validation of the SRTM data has been performed by
comparing the reference airport’s elevation with the SRTM
elevation within RB. Figure 1 shows a histogram of the
disparities in elevation between the airport's reference elevation
and the SRTM elevation.
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An 50 0 50 100
Difference (Reference - SRTM) (m)
Figure 1. Histogram of differences in elevation between the
airport’s reference elevation and the SRTM
elevations within the 1.5 km buffer centred on the
airport’s reference point for 64 major U.S. airports.
The mean difference is -6.0 m (the SRTM mean
elevation is higher than the reference elevation). The
standard deviation is 49.2 m.
The mean difference of -6.0 m indicates that the SRTM
elevations are higher overall. This situation is expected due to
the presence of the elevated structures within the RB. An
asymmetry of the histogram is evidence of this fact. However,
the contribution of the elevated structures is limited to a
relatively small number of pixels, because, after all, an airport is
an unobstructed space that comprises much more than the space
taken up by the terminal building and other structures. In order
to identify artefacts, the threefold of standard deviation criterion
was used. However, to address the above-described
‘contamination’ of the SRTM pixels with the elevated
structures, an asymmetric criterion has been adopted and can be
expressed as follows:
m—-50; Smsm+3o,; 3)
where m is the difference between airport’s reference elevation
and SRTM pixels (-6.0 m), and g, is the instrumental error
31
component of the SRTM elevations, which was estimated at +
1.55 m (see Section 2.1). This error covers the instrumental
component only, because the target-induced component is 0 due
to the fact that the terrain within the RB is by assumption flat
(slope s in Equation 2 is 0).
The SRTM elevations outside the range defined by Equation 3
were tagged as anomalies. There were 21,142 outliers, which
constitute about 42.6% of all non-void SRTM pixels. The
number of outliers ranged between 1 (Niagara Falls) and 802
(Pittsburgh International Airport). Examples of histograms of
the SRTM Elevation Anomalies for Atlanta and Pittsburgh
airports are shown in Figures 2 and 3. A range of elevation
differences within the limits defined by Equation 3 is shown
using darker bars. Clearly, the majority of the SRTM elevations
within both airports’ areas are anomalies. A similar conclusion
is valid for the majority of the investigated airports.
Histogram of the SRTM Elevation Anomalies
0
[-46.93:-44 122) [-32.892;-30.084) [16.045;-13.238) [-2.007; 0.801) — [12.032; 14.839)
Elevation Difference (True - SRTM) (m)
Atlanta International Airport
Figure 2. Histogram of the SRTM elevation for the Atlanta
International Airport. The elevation anomalies are
represented by lighter bars. A range of 'correct
elevations is represented by darker bars. There were
two data takes for this airport.
Histogram of the SRTM Elevation Anomalies
[-48.915; -47.094) [-37.986; -36.165) [-25.236; -23.415) [-12.486;-10.665) [-1.558; 0.264)
Elevation Differences (True - SRTM) (m)
Pittsburgh International Airport