digital terrain model (dtm). idea of dtm aim: height interpolation at any point based on...

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Digital Terrain Model (DTM)

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Page 1: Digital Terrain Model (DTM). Idea of DTM Aim: height interpolation at any point based on measured/known points Interpolation method Continuous interpolation

Digital Terrain Model (DTM)

Page 2: Digital Terrain Model (DTM). Idea of DTM Aim: height interpolation at any point based on measured/known points Interpolation method Continuous interpolation

Idea of DTM

Aim: height interpolation at any point based on measured/known points

Interpolation method

•Continuous interpolation preferred (0 order, 1st order, 2nd order continuity)

•Good approximation of the surface of the earth

Digital Elevation Modeling Journal

A digital terrain model (DTM) is a topographic model of the bare earth that can be manipulated by computer program (Wikipedia)

Page 3: Digital Terrain Model (DTM). Idea of DTM Aim: height interpolation at any point based on measured/known points Interpolation method Continuous interpolation

Layout of base points

Regular layout base points (tesselation/GRID)

Irregular base points

+

Break linesextremal points

+

Boundary restrictions(e.g. lakes)

Page 4: Digital Terrain Model (DTM). Idea of DTM Aim: height interpolation at any point based on measured/known points Interpolation method Continuous interpolation

Collection of elevation dataTopographic survey (irregular points and breaklines)

Photogrammetry (grid, contours)

Contour line digitizing (contours + extremal points + breaklines)

Radar measurements (SRTM Shuttle Radar Topography Mission)1” resolution (30 m) US only3” resolution (100 m)

Leveling of grid points

GTOPO30 30” resolution

Sample data

Page 5: Digital Terrain Model (DTM). Idea of DTM Aim: height interpolation at any point based on measured/known points Interpolation method Continuous interpolation

Creation of a DTM

Regular layout (Rectangular Grid, DEM)

•Inverse Distance Weight (IDW)

•Kriging

Triangulated Irregular Network (TIN)

•Optimal, non overlapping triangle network, minimal sum of perimeters

•Delaunay triangulation

•Interpolated points from irregular base points

•Original base points are used

•Surface interpolation (trends)

Page 6: Digital Terrain Model (DTM). Idea of DTM Aim: height interpolation at any point based on measured/known points Interpolation method Continuous interpolation

IDW (Shepard 1968)

n

iii fwyxF

1

),(w – weightf – function value at the base point

n

j

pj

pi

i

t

tw

1

t – distance between base point and interpolated point

p – usual value is 2

Distance limit

Direction restriction (quarters)

Page 7: Digital Terrain Model (DTM). Idea of DTM Aim: height interpolation at any point based on measured/known points Interpolation method Continuous interpolation

Kriging (Krige 1951)

n

ii

n

iii wvwv

11

1ˆ Linear combination the elevation ofbase points

Conditions for the weight used:

Unbiased estimationEstimate minimal standard deviation

Variograms (geostatistics)

)(

1

2

)(21

)(hn

iPP hiiZZ

hnh

h – distance from base point

Effective distance, (h) doesn’t change as h increased

Least squares method

Page 8: Digital Terrain Model (DTM). Idea of DTM Aim: height interpolation at any point based on measured/known points Interpolation method Continuous interpolation

Surface interpolation

Polynom interpolation

One continuous surface (global solution)

Dynamic surfaces (local, patchwork)

Spline interpolation

...),( 243210 xaxyayaxaayxf

2nd order continuity between cubic polynoms

Sample

33

2210 xaxaxaay

Sample 2

Page 9: Digital Terrain Model (DTM). Idea of DTM Aim: height interpolation at any point based on measured/known points Interpolation method Continuous interpolation

Delaunay triangulation (1934)

Minimize the sum of the perimeter of the non overlapping triangles

Algorithm (incremental):

Start from an optimal triangle contains all the base pointsthen add a new point and divide the triangle

Condition: no points in the inscribedcircle of the triangle

Sample

Page 10: Digital Terrain Model (DTM). Idea of DTM Aim: height interpolation at any point based on measured/known points Interpolation method Continuous interpolation

Voronoi cells

DTM manipulation:

•Add point

•Add breakline

•Add triangle or polygon

•Erase part

Dual problem of DelaunayTriangulation. Areas nearest to the base points.

Page 11: Digital Terrain Model (DTM). Idea of DTM Aim: height interpolation at any point based on measured/known points Interpolation method Continuous interpolation

Areas of DTM applications

Contour line interpolation

Cross sections

Viewshed analysis

Slope category map

Aspect (slope direction)

Watershed analysis

Flow directions

Modeling (e.g. erosion)

Planning of roads, railways, pipelines

Visualization of the terrainVolume calculation

Reduction (terrain correction) of gravity measurements

Rectification of airbone or satellite photos

Hydrology example

3D view of DTM