In: Wagner W., Székely, B. (eds.): ISPRS TC VII Symposium - 100 Years ISPRS, Vienna, Austria, July 5-7, 2010, IAPRS, Vol. XXXVIII, Part 7B
case ALL-iV 2 and scanner overlap. In the latter case the offset
of 0,2 mm from the expected zero mean could indicate the scan
ners calibration error, which is in any case very small. In case
of drive-line overlap the average of height differences AZ as ex
pected equals to zero, thus it can be assumed there is no offset
between drive-lines. In other words there is no systematic error
in GPS/INS positioning. The standard deviations (std) are equal
or smaller than 3.5 mm, which denotes the relative precision of
LMMS laser points. Analyses of the correlation between height
ALL-N Z Scanner Drive-line
overlap overlap
No. of ident. point pairs
17 754 608 5 473
tt • i min
Height
max
difference
AZ [mm]
-47 -20 -47
46 36 46
0.1 0.2 0.0
3.1 2.5 3.5
Table 1: Statistics of the height differences of identical points.
differences of identical points lying on a horizontal surface and
the geometric attributes, i.e. range and incidence angle, do not
show a clear trend.
3.3 Results of DTM interpolation and precision estimation
Within the test area the terrain laser points, as classified by Geo-
maat, are used in the following DTM analysis. In Fig. 5 a 3D sur
face of the interpolated DTM is shown. In this raster image each
pixel represents an lxl m grid cell and the pixel color shows
the corresponding grid point height. The grid point elevation
is changing from -0.19 m at the coastline to up to 22 m in the
dunes. The white holes in the DTM are results of the shadow-
effect (white holes in green area) and most probably of the pres
ence of water-bodies on the beach (white holes in blue area).
Digital terrain model [m]
Figure 5: Raster image of interpolated DTM grid points visual
ized in 3D.
The height precision ctdtm of the grid points, as computed by
Eq. 11, varies between 0.0018 and 2.9 m. The average precision
of grid points crdtm equals to 4.7 mm. For comparison, the
precision of the observations azi is on average 2.4 cm.
In Fig. 6 the relation between the height precision of grid points
ctdtm(y-axis), the number of points n (x-axis) and data quality
component cr a o (colorbar), is presented. Comparison of the col-
orbar and the y-axis scale shows, that the size of the grid point
height precision ctdtm depends mainly on the data quality com
ponent a a o- Besides, one can observe that, if approximately 50 or
more points are included in the grid point computation, the stan
dard deviation of grid point heights ctdtm drops below 1 cm.
In Fig. 7 the spatial variation of standard deviation ctdtm over
the test area is shown. Green color shows grid points having a
DTM height precision vs. no.of points
No. of points / grid cell
Figure 6: Correlation between the grid point height precision
ctdtm and the number n of terrain laser points; color-coded by
the data quality component a a o-
Std of grid points - o 0TM
Figure 7: Grid point height precision ctdtm ■
height precision ctdtm smaller than 1 cm. Most of the beach area
has good DTM quality, which decreases with the distance from
a trajectory. For example, the precision at the edges of the drive
line DL11 (most left one) decreases and is at some point worse
than 2.56 cm, mostly due to the lower point density. The DTM
quality gets worse also in the dune area, due to the low point den
sity, low theoretical precision of terrain laser point heights and
high terrain roughness.
4 CONCLUSIONS AND FUTURE WORK
In this article most important results are the empirical laser point
height precision assessed by the QC of identical points and the
precision of the grid point heights estimated my a mathematical
model employing results of MLS adjustment. Both values are
surprisingly small.
Firstly, the empirical relative precision of laser points is around
3 mm. Besides, it was concluded there is almost no bias in the
StreetMapper system. However, it is recommended to analyze
bigger number of identical points. Within the QC of identical
points an attempt was made to show the influence of the scanning
geometry on the laser point quality. Results show that height dif
ferences between identical points do not depend neither on the
range neither on the incidence angle. To verify the influence
of the scanning geometry on the laser point quality it is recom
mended to additionally measure control points across the drive-
line and compare them with the point cloud.
Secondly, the average precision of grid point height equaled to
4.7 mm. The computation was performed within the weighted
MLS adjustment, using the theoretical height precision of terrain
laser point as weights. It was found that the main influencing fac
tor on the grid point height precision is the density of terrain laser
points. That is, because a higher number of observations (i.e.
terrain laser points) enabled partly elimination of the observation
noise. The consequence is, that the precision of grid point height
improved with an increasing number of terrain laser points and