quality assessment of drainage networks extraction from a...
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Laboratory Spatial
Structures & SystemsCemagref -ENGREF
Conclusion
Determining flow directions with the D8 procedure : advantages & weaknesses
Simple & robust method.But the flow direction discretisation in 8 possible directions separated by 45°introduces a bias on flow directions ;this bias depends on the orientation of the numerical grid.
Illustrative example of this grid bias for an area of limited relief : differences between drainage networks extracted from a DEM with different orientations
Main aim : to propose a method for evaluating the quality of drainage networks extracted
from a grid DEM with the D8 procedure
The quality assessment method proposed enables hydrological users to quantify and spatialise the quality of the drainage networks extracted from a grid DEM with the D8 procedure.This approach represents a simple and efficient means of comparing
different solutions developed to improve the extraction results, based on a modification of the DEM ; in this study, considering a reference drainage network.
Glossary :
D8 : procedure for flow directions determination, with flow assigned to one of the 8 neighbours in the direction with the steepest downward slope.DEM : Digital Elevation Model -numerical description of relief.
Contact :
Quality assessment of drainage networks extraction from a Digital Elevation Model (DEM)
Julie Charleux-Demargne, Indarto, Sylvain Payraudeau
UMR Spatial Structures & Systems, Cemagref – ENGREF, 500 rue J.F. Breton, 34093 Montpellier Cedex 5
Digital Elevation Model (DEM) interest for watershed management
Information extracted from DEM
Water resource integrated management requires a spatial knowledge of watersheds based on the structure given by drainage networks.
Watershed outlet
Watershedboundaries
Drainage network
Rotation 0°
2 Km11 0
Rotation 18°
211 0 Km
Rotation 36°
211 0 Km
Drainage networks extraction1. DEM (elevation) 2. Flow directions 3. Drainage areas
8 1 23
4567
8 possible directions : choice of the steepest downward slope
Drainage network : cellswith drainage area > 5
Drainage network No drainage network
19 26
17 21
22 30
28 32
37 41
32 39
42 45
45 48
11 10
9 8
17 16
20 20
10 12
6 9
15 18
20
42
23
30 30
24 25
35 35
40 40
31 33
27 29
38
41
40
2 1
3 1
2 1
2 1
2 1
2 1
2 1
1 1
1 2
1 3
1 12
11 9
33 3
48 6
17 3
4
1
3
3 6
10 4
2 3
1 1
3 3
4 3
2
1
2
Quality assessment method : probabilistic measure of drainage networks
Application of the method : optimising a procedure to improve the drainage networks extraction
The grid DEM is rotated through successive rotations to extract drainage networks relative to different angles θ. After inverse rotation (by - θ), those realisations of drainage networks are summed together to obtain a map giving the the rate of occurrence of each cell belonging to the drainage network.
P : probability for a cell to belong to the
drainage networks, in %.
The Pallas watershed : 52 km²
Examples on 3 watersheds of the Herault regionThe Vène watershed : 66 km² The Orb watershed : 1550 km²
The critical areas of highest uncertainty for drainage networks extraction are those with very low relief and those with river confluence.
DEM modification integrating a reference drainage network
Network used : BD Carto database (IGN)
Comparison of probabilistic measures to determine the optimal value dz
The critical areas persistent whatever the dz value correspond to areas where rivers are not represented in the BD Carto database.
The optimal dz value depends on the processed DEM & on the terrain within the watersheds : Pallas 8m ; Vène 4m ; Orb 8m
Grid DEM Drainage networks
Rotationangle θ
θ
Rotation angle -θ
2 realisations of drainage networks
θ
Quality assessment method based on the rotation of the grid DEM
1 ≤ P < 55 ≤ P < 10
10 ≤ P < 5050 ≤ P < 8080 ≤ P ≤ 100
Re-assignment of the DEM elevations for the cells belonging to the reference network
Before modifying After modifying with the dz value
dz
Elevation(m)
Comparison of % of cells belonging to drainage networks (P≥ 1) for different values dz :
Principe
θ varies in [0°, 90°[, incremented by 1° ; consequently, the map gives us the probability for a cell to belong to the drainage network.
Proposed solution
When dz increases, flow directions are more and more independent of the grid orientation, hence the extracted drainage networks are more stable
Probabilistic measure of drainage networksfor the downstream area of the Orb watershed
The more stablethe drainage network, the smaller the number of cells belonging to drainage networks for the 90 angles θAfter modifying
Critical areas
Reference drainage network
50
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90
100
0m 2m 4m 6m 8m 10m
% c
ells
(P ≥
1) /
the
initi
al D
EM
Value dz
Orb watershed
Before modifying
Drainage networkGrid orientation
ConferenceHydrology of mediterranean regions
October 11th-13th, 2000Montpellier, France