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Terrain Based Flood Inundation mapping

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1 Terrain Based Flood Inundation mapping
David Tarboton Utah State University Acknowledgements: David Maidment, Nazmus Sazib, Xing Zheng, Solomon Vimal, US Army Corps of Engineers (SWWRP, ERDC, HEC), National Science Foundation (XSEDE, CyberGIS, OpenTopography, CI-WATER), William Penn Foundation (Stroud Water Center Model My Watershed)

2 Concept WRF + NOAH-MP + RAPID/SPRNT produce flows at reach scale
Need a way to obtain reach level hydraulic properties for inputs to these models Need a way to map from reach scale stage to flood inundation depth Exploit high resolution topography and 1:1 relationship between reaches (Hydro) and Catchments (Ele)

3 Height above the nearest stream (HANS) flood mapping
Each stream reach has a water depth hw (e.g. from SPRNT) Each stream reach has an ID Each grid cell has the ID of the reach it connects to and the height above the nearest stream hs Evaluate approximating inundation using hw-hs If(hw(id) > hs(id)) Inundation depth = hw(id) - hs(id) Else Inundation depth = 0

4 Mapping Flood Extent and Depth by Reach
Height above stream (relative elevation of land surface cell above cell in stream to which it flows) Flowlines Reach Scale Flood Depth Comid Depth (ft) 8 9 10 15 14 12 11 Catchments Inundation map

5 Height above the nearest stream background
TauDEM ( Tesfa, T. K., D. G. Tarboton, D. W. Watson, K. A. T. Schreuders, M. E. Baker and R. M. Wallace, (2011), "Extraction of hydrological proximity measures from DEMs using parallel processing," Environmental Modelling & Software, 26(12): , Nobre, A. D., L. A. Cuartas, M. Hodnett, C. D. Rennó, G. Rodrigues, A. Silveira, M. Waterloo and S. Saleska, (2011), "Height Above the Nearest Drainage – a hydrologically relevant new terrain model," Journal of Hydrology, 404(1–2): 13-29, Nobre, A. D., L. A. Cuartas, M. R. Momo, D. L. Severo, A. Pinheiro and C. A. Nobre, (2015), "HAND contour: a new proxy predictor of inundation extent," Hydrological Processes,

6 Reach Scale River Hydraulic Properties
Comid H A R P T V Ab As 3 4 A table with reach hydraulic parameters as keyed to hydrography Derived from DEM, LIDAR or HEC RAS cross sections As Surface Area Wetted Bed Area Ab L V Volume T 𝐴= 𝑉 𝐿 Cross Section Area Depth h A P= 𝐴𝑏 𝐿 P Wetted Perimeter T= 𝐴𝑠 𝐿 Top Width R= 𝐴 𝑃 Hydraulic Radius

7 SPRNT Model – flow and water depth on large networks
Open source code in Github Very Large Scale Integrated (VLSI) design of computer chips – solve 100 million equations each night to check on effects of design changes on electricity flow in chip Dynamic wave routing Compute water flow by analogy with electricity flow in chips Ben Hodges, Slide from David Maidment

8 TauDEM http://hydrology.usu.edu/taudem/
4/26/2017 Stream and watershed delineation Multiple flow direction flow field Calculation of flow based derivative surfaces MPI Parallel Implementation for speed up and large problems Open source platform independent C++ command line executables for each function Deployed as an ArcGIS Toolbox with python scripts that drive command line executables

9 Representation of Flow Field
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): )

10 TauDEM Parallel Approach
MPI, distributed memory paradigm Row oriented slices Each process includes one buffer row on either side Each process does not change buffer row Improved runtime efficiency Capability to run larger problems

11 TauDEM generalized terrain flow surfaces
Dinfinity contributing area Distance to stream (vertical) Decaying accumulation Distance Down and Distance Up hs hr vr vs Point of interest Ridge pr ps ss sr Stream

12 Generalized Flow Accumulation (“Flow Algebra”)
Pki Pki 𝐴 𝑖 = 𝑤 𝑖 ∆+ 𝑘: 𝑃 𝑘𝑖 >0 𝑃 𝑘𝑖 𝐴 𝑘 Pki Generalized Flow Accumulation (upslope) i 𝜃 𝑖 =𝐹𝐴( 𝑃 𝑘𝑖 , 𝜃 𝑘 ,… Generalized Flow Accumulation (downslope) 𝜃 𝑖 =𝐹𝐴( 𝑃 𝑖𝑘 , 𝜃 𝑘 ,…

13 TauDEM model for drop to stream
i Pik ℎ 𝑖 =0 for i on stream raster ℎ 𝑖 =𝑑(𝑖,𝑘)+ 𝑃 𝑖𝑘 ℎ 𝑘 𝑑 𝑖,𝑘 = z i − z k for vertical drop Could use D8 instead of Dinfinity Could use Euclidean distances Premised on good elevation model and consistent stream raster Can be applied separately by catchment parallelism Incremental refinement of DEM

14 Drop to Stream from TauDEM for Onion Creek near Austin Texas
1/3 arc second NED DEM

15 Mapping from height above nearest stream to flood extent
Reach and Watershed id Height above nearest stream raster hs hw(1) = 1.5 Elevations are filled to that of the pools pour point hw(2) = 2.5 hw(3) = 3.5

16 Reach based height above nearest stream flood map example
hw=8 ft hw=9 ft hw=11 ft hw=12 ft hw=14 ft hw=10 ft hw=15 ft

17 Terrain based derivation of “reach scale” hydraulic properties
For each Catchment For each height h Identify cells where hs < h Wetted Bed Area L As Ab V Surface Area Volume Single Cell Plan Area 𝐴 𝑐 =dx * dy Surface area 𝐴 𝑠 = 𝐴 𝑐 Bed Area 𝐴 𝑏 = 𝐴 𝑐 1+𝑠𝑙 𝑝 2 Approximates each cell as sloping plane Volume 𝑉 = 𝐴 𝑐 ℎ− ℎ 𝑠 T 𝐴= 𝑉 𝐿 Cross Section Area P A P= 𝐴𝑏 𝐿 Wetted Perimeter T= 𝐴𝑠 𝐿 Top Width R= 𝐴 𝑃 Hydraulic Radius

18 Reach Hydraulic Properties Example
1 m inundation 3 m inundation Height (m) As (m2) Vol (m3) Ab L (m) A=V/L (m2) P=Ab/L (m) T=As/L (m) R=A/P (m) 1 129878 79466 129948 2975 26.7 43.7 0.612 3 319877 530378 320414 178.3 107.7 107.5 1.655

19 Terrain Approximated Reach Average Hydraulic Properties
Hydraulic Radius Wetted Perimeter Cross-sectional Area Top Width Need to evaluate in Hydraulic Model (e.g. SPRNT)

20 Terrain Catchments reconciled with NHDPlus by “seeding” with stream sources
The approach is predicated on a DEM stream raster consistent with DEM and NHDPlus reaches Here stream raster computed using weighted flow accumulation starting from source points

21 DEM Flowlines challenged by road barriers
Need for hydrography conditioned DEM

22 DEM Conditioning Options
Fill pits Carving Optimal pit remove Punch through using flowlines Geonet

23 Pit Filling Original DEM Pits Filled
Elevations are filled to that of the pools pour point Pits Pour Points Increase elevation to the pour point elevation until the pit drains to a neighbor

24 Carving Original DEM Carved DEM
Elevations are filled to that of the pools pour point Pits Carve outlets Lower elevation of neighbor along a predefined drainage path until the pit drains to the outlet point

25 Filling Minimizing Alterations Carving

26 Minimizing DEM Alterations
Original DEM Optimally adjusted Carved Elevations are filled to that of the pools pour point Pits Filled

27 Decompose computation by catchments or River Corridor
Parallel computation High resolution in some areas Incremental improvement

28 Conclusions NFIE presents a use case that demands consistency between elevation and hydrography information at high resolution The height above nearest stream approach suggested as way to rapidly approximate real time flood inundation Includes an approach to approximate reach scale hydraulic properties Need to evaluate versus more detailed (e.g. HEC-RAS) hydraulic model Need to evaluate with HRT (LIDAR) vs general (NED) DEM as input Need to align and reconcile elevation and hydrography

29 Are there any questions ?
AREA 1 AREA 2 3 12


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