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1 Spatial Modelling of the Terrestrial Environment - Georeferencial

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Remotely Sensed Topographic Data for River Channel Research 133<br />

Table 6.5<br />

The effects <strong>of</strong> ground control point discrepancy removal upon DEM elevations<br />

Pre-discrepacy Pre-discrepacy Post-discrepancy Post-discrepancy<br />

removal: removal: standard removal: removal: Standard<br />

DEM mean error (m) deviation <strong>of</strong> error (m) mean error (m) deviation <strong>of</strong> error (m)<br />

February 1999 0.174 2.113 0.084 0.261<br />

March 1999 0.154 0.260 0.010 0.261<br />

February 2000 0.110 0.141 0.088 0.131<br />

Table 6.6 Check data, photogrammetrically acquired points for elevations that were not<br />

inundated, corrected photogrammetrically acquired points for elevations that were not inundated,<br />

and <strong>the</strong> associated error statistics<br />

Number <strong>of</strong> Raw Corrected Theoretical<br />

check points standard Corrected standard standard<br />

available Raw mean deviation mean deviation <strong>of</strong> deviation <strong>of</strong><br />

DEM (raw data) error (m) <strong>of</strong> error (m) error (m) error (m) error (m)<br />

February 3700 0.542 ±2.113 0.084 0.261 ±0.070<br />

1999<br />

March 241 0.252 ±0.883 0.010 0.261 ±0.070<br />

1999<br />

February 1661 0.064 ±0.926 0.088 0.131 ±0.056<br />

2000<br />

all <strong>the</strong> ground control points used in its determination. However, if multiple stereo-pairs<br />

are being used in a common bundle adjustment, <strong>the</strong>re is a growing possibility that <strong>the</strong>re<br />

will be discrepancies between <strong>the</strong> derived DEM elevations and <strong>the</strong> correct ground control<br />

point elevations. This should provide a useful means <strong>of</strong> detecting systematic DEM errors<br />

in situations where <strong>the</strong>re is banding, provided <strong>the</strong> random contribution to those errors is<br />

small. To assess this, discrepancy maps were contoured and an example is shown in Plate 6.<br />

for February 2000. Although this was a DEM for which little banding was thought to exist,<br />

Plate 6 shows that <strong>the</strong>re are quite considerable discrepancies for some, but not all, <strong>of</strong> <strong>the</strong><br />

photocontrol data points. These discrepancy maps were <strong>the</strong>n used to remove <strong>the</strong> effects<br />

<strong>of</strong> banding by subtracting <strong>the</strong> discrepancies from <strong>the</strong> stitched DEMs. This resulted in a<br />

statistically significant reduction <strong>of</strong> ME in all three cases, with, as expected, negligible<br />

changes in SDE (Table 6.5). This demonstrated that this aspect <strong>of</strong> post-processing resulted<br />

in a significant reduction in systematic error.<br />

6.6 Summary <strong>of</strong> Data Quality<br />

Table 6.6 shows <strong>the</strong> results <strong>of</strong> <strong>the</strong> correction methods developed for and applied to this<br />

dataset. In all cases, <strong>the</strong> SDE has been reduced significantly. In <strong>the</strong> two cases where <strong>the</strong>re<br />

was a serious ME, this has also been reduced. This demonstrates <strong>the</strong> potential <strong>of</strong> automated<br />

data correction methods for improving surface quality to levels that are more acceptable.<br />

Lane et al. (2003) propagated <strong>the</strong> standard deviations <strong>of</strong> error shown in Table 6.6 through<br />

to surfaces <strong>of</strong> difference to identify where <strong>the</strong>re had been statistically significant change

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