Terrain Analysis Using Digital Elevation Models (TauDEM)

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Presentation transcript:

Terrain Analysis Using Digital Elevation Models (TauDEM) Learning Objectives To be able to delineate watersheds as the basic hydrologic model elements from Digital Elevation Models using Geographic Information Systems tools and to use this information in Hydrologic Analyses TauDEM Raster Calculation

Topography defines watersheds which are fundamentally the most basic hydrologic landscape elements.

The starting point: a grid digital elevation model (DEM) 720 720 Contours 740 720 700 680 740 720 700 680

Flow Related Terrain Information Deriving hydrologically useful information from Digital Elevation Models Raw DEM Pit Removal (Filling) Flow Field Flow Related Terrain Information This slide shows the general model for deriving flow field related derivative surfaces from digital elevation data. The input is a raw digital elevation model, generally elevation values on a grid. This is basic information used to derive further hydrology related spatial fields that enrich the information content of this basic data. The first step is to remove sinks, either by filling, or carving. Then a flow field is defined. This enables the calculation of flow related terrain information. My focus has been on flow related information working within this framework. I try to leave other GIS functionality, like radiation exposure, line of sight analyses and visualization to others. I have distributed my software in ways that it easily plugs in to mainstream systems, such as ArcGIS to enhance ease of use.

The Pit Removal Problem DEM creation results in artificial pits in the landscape A pit is a set of one or more cells which has no downstream cells around it Unless these pits are removed they become sinks and isolate portions of the watershed Pit removal is first thing done with a DEM

Pit Filling Increase elevation to the pour point elevation until the pit drains to a neighbor

Pit Filling Original DEM Pits Filled Pits Pour Points Elevations are filled to that of the pools pour point Pits Pour Points

D8 Flow Direction Model - Direction of steepest descent 80 74 63 69 67 11/24/2018 D8 Flow Direction Model - Direction of steepest descent 80 74 63 69 67 56 60 52 48 30 4 5 6 3 7 2 1 8 Slope = Drop/Distance Steepest down slope direction

Grid Network

The area draining each grid cell includes the grid cell itself. Contributing Area (Flow Accumulation) 1 2 3 11 5 15 20 1 2 3 11 5 20 15 The area draining each grid cell includes the grid cell itself.

Stream Definition Flow Accumulation > 10 Cell Threshold Stream Network for 10 cell Threshold Drainage Area 1 2 3 11 5 15 20 1 2 3 5 11 15 20

Watershed Draining to Outlet

Watershed and Stream Grids

DEM Delineated Catchments and Stream Networks For every stream segment, there is a corresponding catchment Catchments are a tessellation of the landscape Based on the D8 flow direction model

TauDEM Channel Network and Watershed Delineation Software Stream and watershed delineation Multiple flow direction flow field Calculation of flow based derivative surfaces Deployed as an ArcGIS Toolbox with tools that drive accompanying command line executables, available from http://hydrology.usu.edu/taudem/

ArcMap

Default file name suffixes For complete list see: http://hydrology.usu.edu/taudem/taudem5.0/TauDEM_Tools.chm

Illustrative Use Case: Delineation of channels and watersheds using a constant support area threshold Steps Pit Remove D8 Flow Directions D8 Contributing Area Stream Definition by Threshold Stream Reach and Watershed

Pit Remove

D8 Contributing Area

Stream Definition by Threshold

Stream Reach and Watershed

Steepest single direction D-Infinity multiple flow direction model for representation of flow field in a DEM Steepest single direction 48 52 56 67 D8 D This slide shows how the terrain flow field is represented. Early DEM work used a single flow direction model, D8. In 1997 I published the Dinfinity method that proportions flow from each grid cell among downslope neighbors. This, at the expense of some dispersion, allows a better approximation of flow across surfaces. Tarboton, D. G., (1997), "A New Method for the Determination of Flow Directions and Contributing Areas in Grid Digital Elevation Models," Water Resources Research, 33(2): 309-319.)

D-Infinity Slope, Flow Direction and Contributing Area

Contributing Area D D8 <1 ha 1-4 ha 4-8 ha >8 ha

Specific Catchment Area (a) Slope (S) Wetness Index Specific Catchment Area (a) Wetness Index ln(a/S)

Edge contamination Edge contamination arises due to the possibility that a contributing area value may be underestimated due to grid cells outside of the domain not being counted. This occurs when drainage is inwards from the boundaries or areas with no data values. The algorithm recognizes this and reports "no data" resulting in streaks of "no data" values extending inwards from boundaries along flow paths that enter the domain at a boundary.

Summary Concepts The GIS grid based terrain flow data model enables the representation of flow processes at and near the earth surface and derivation of a wide variety of information useful for the study of hydrologic processes. Slope Flow direction Drainage area Catchments, watersheds and channel networks Multiple other flow related quantities Edge contamination checking important to ensure that results are not impacted by area outside the domain of the DEM analyzed

Terrain Analysis Using Digital Elevation Models (TauDEM) Readings Tarboton, D. G., R. L. Bras and I. Rodriguez-Iturbe, (1991), "On the Extraction of Channel Networks from Digital Elevation Data," Hydrologic Processes, 5(1): 81-100. http://www.neng.usu.edu/cee/faculty/dtarb/hp91.pdf Tarboton, D. G., (1997), "A New Method for the Determination of Flow Directions and Contributing Areas in Grid Digital Elevation Models," Water Resources Research, 33(2): 309-319. http://www.neng.usu.edu/cee/faculty/dtarb/96wr03137.pdf Tarboton, D. G., K. A. T. Schreuders, D. W. Watson and M. E. Baker, (2009), "Generalized terrain-based flow analysis of digital elevation models," 18th World IMACS Congress and MODSIM09 International Congress on Modelling and Simulation, ed. R. S. Anderssen, R. D. Braddock and L. T. H. Newham, Modelling and Simulation Society of Australia and New Zealand and International Association for Mathematics and Computers in Simulation, July 2009, p.2000-2006, http://www.mssanz.org.au/modsim09/F4/tarboton_F4.pdf.