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Terrain Based Flood Inundation mapping
David TarbotonUtah 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)
http://hydrology.usu.edu/taudem
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)
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)
ElseInundation depth = 0
Mapping Flood Extent and Depth by Reach
Flowlines
Catchments
Height above stream(relative elevation of land surface cell above cell in stream to which it flows)
Inundation map
Reach Scale Flood Depth
Comid Depth (ft)5781365 8
5781381 9
5781405 10
5781401 15
5781399 14
5781383 12
5781933 11
Height above the nearest stream background
TauDEM (http://hydrology.usu.edu/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): 1696-1709, http://dx.doi.org/10.1016/j.envsoft.2011.07.018.
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, http://dx.doi.org/10.1016/j.jhydrol.2011.03.051.
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, http://dx.doi.org/10.1002/hyp.10581.
Comid H A R P T V Ab As
5781175 3
5781175 4
Wetted Bed Area
Reach Scale River Hydraulic Properties
L
As
Ab V
T
PA
𝐴=𝑉𝐿
T
P
Cross Section Area
Wetted Perimeter
Top Width
h
Surface Area
Volume
Depth
• A table with reach hydraulic parameters as keyed to hydrography
• Derived from DEM, LIDAR or HEC RAS cross sections
R Hydraulic Radius
SPRNT Model – flow and water depth on large networks
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 routingCompute water flow by analogy with electricity flow in chips
Open source code in Github
Ben Hodges, Slide from David Maidment
http://hydrology.usu.edu/taudem/
TauDEM • 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
D
Representation of Flow Field
D8
6756
5248
50.030
5267
Steepest single
direction
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.)
Flowdirection.
Steepest directiondownslope
1
2
1
234
5
67
8
Proportion flowing toneighboring grid cell 3is 2/(1+
2)
Proportionflowing toneighboringgrid cell 4 is
1/(1+2)
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
TauDEM generalized terrain flow surfaces
Dinfinity contributing area Distance to stream (vertical) Decaying accumulation
hs hr
vr
vs
Point of interest
Ridge
pr
psss
sr
hs hr
vr
vs
Stream
pr
psss
sr
Distance Down and Distance Up
Generalized Flow Accumulation (“Flow Algebra”)
Pki Pki Pki
i
Flow Accumulation
𝐴𝑖=𝑤𝑖∆+ ∑{𝑘 :𝑃 𝑘𝑖>0 }
𝑃𝑘𝑖𝐴𝑘
Generalized Flow Accumulation (upslope)
¿Generalized Flow Accumulation (downslope)
¿
TauDEM model for drop to stream
• 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
i
PikPik
h 𝑖=𝑑 (𝑖 ,𝑘)+∑ 𝑃 𝑖𝑘h𝑘
h 𝑖=0 for i on streamraster
𝑑 (𝑖 ,𝑘)=zi− zk for vertical drop
Drop to Stream from TauDEM for Onion Creek near Austin Texas
1/3 arc second NED DEM
0
1 0 1 2
2 1 0 1 2 3
3 1 0 0 2 2 4
3 1 0 1 1 0 1 2 5
2 1 0 1 2 1 0 1 5
2 0 1 2 2 1 0 3 4
2 0 1 3 3 2 1 0 1 4
2 2 2 3 4 3 2 1 2 4
3 3 2 3 4
Mapping from height above nearest stream to flood extent
1
1 1 1 1
1 1 1 1 1 1
2 2 2 3 3 3 3
2 2 2 2 3 3 3 3 3
2 2 2 2 3 3 3 3 3
2 2 2 2 3 3 3 3 3
2 2 2 2 3 3 3 3 3 3
2 2 2 2 3 3 3 3 3 3
2 3 3 3 3
Reach and Watershed id Height above nearest stream raster hshw(1) = 1.5
hw(2) = 2.5 hw(3) = 3.5
hw=8 ft hw=9 ft
hw=11 ft
hw=12 ft
hw=14 ft
hw=10 ft
hw=15 ft
Reach based height above nearest stream flood map example
Terrain based derivation of “reach scale” hydraulic properties
For each CatchmentFor each height hIdentify cells where hs < h
Bed Area
Surface area
Single Cell Plan Area =dx * dy
Volume = T
PA
𝐴=𝑉𝐿 Cross Section Area
P Wetted Perimeter
T Top Width
Wetted Bed Area L
As
Ab
V
Surface Area
Volume
R Hydraulic Radius
Approximates each cell as sloping plane
Reach Hydraulic Properties Example1 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 43.7 0.6123 319877 530378 320414 2975 178.3 107.7 107.5 1.655
Terrain Approximated Reach Average Hydraulic Properties
0 1 2 3 4 5
02
46
81
0
R (m)
h (
m)
50 100 200 300
02
46
81
0
T (m)
h (
m)
50 100 200 300
02
46
81
0
P (m)
h (
m)
0 500 1000 1500
02
46
81
0
A (m)
h (
m)
Need to evaluate in Hydraulic Model (e.g. SPRNT)
Hydraulic Radius Wetted Perimeter
Cross-sectional Area
Top Width
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
DEM Flowlines challenged by road barriers
Need for hydrography conditioned DEM
DEM Conditioning Options
• Fill pits • Carving• Optimal pit remove• Punch through using
flowlines• Geonet
7 7 6 7 7 7 7 5 7 7
9 9 8 9 9 9 9 7 9 9
11 11 10 11 11 11 11 9 11 11
12 12 10 12 12 12 12 10 12 12
13 12 10 12 13 13 13 11 13 13
14 10 10 11 14 14 14 12 14 14
15 10 10 10 10 15 15 13 15 15
15 10 10 10 10 16 16 14 16 16
15 11 11 11 11 17 17 14 17 17
15 15 15 15 15 18 18 15 18 18
Pit Filling
7 7 6 7 7 7 7 5 7 7
9 9 8 9 9 9 9 7 9 9
11 11 10 11 11 11 11 9 11 11
12 12 8 12 12 12 12 10 12 12
13 12 7 12 13 13 13 11 13 13
14 7 6 11 14 14 14 12 14 14
15 7 7 8 9 15 15 13 15 15
15 8 8 8 7 16 16 14 16 16
15 11 11 11 11 17 17 6 17 17
15 15 15 15 15 18 18 15 18 18
Pits Pour Points
Original DEM Pits Filled
Increase elevation to the pour point elevation until the pit drains to a neighbor
7 7 6 7 7 7 7 5 7 7
9 9 6 9 9 9 9 6 9 9
11 11 6 11 11 11 11 6 11 11
12 12 6 12 12 12 12 6 12 12
13 12 6 12 13 13 13 6 13 13
14 7 6 11 14 14 14 6 14 14
15 7 7 7 9 15 15 6 15 15
15 8 8 8 7 16 16 6 16 16
15 11 11 11 11 17 17 6 17 17
15 15 15 15 15 18 18 15 18 18
Carving
7 7 6 7 7 7 7 5 7 7
9 9 8 9 9 9 9 7 9 9
11 11 10 11 11 11 11 9 11 11
12 12 8 12 12 12 12 10 12 12
13 12 7 12 13 13 13 11 13 13
14 7 6 11 14 14 14 12 14 14
15 7 7 8 9 15 15 13 15 15
15 8 8 8 7 16 16 14 16 16
15 11 11 11 11 17 17 6 17 17
15 15 15 15 15 18 18 15 18 18
Pits Carve outlets
Original DEM Carved DEM
Lower elevation of neighbor along a predefined drainage path until the pit drains to the outlet point
Filling
CarvingMinimizing Alterations
Optimally adjusted
Minimizing DEM Alterations
7 7 6 7 7 7 7 5 7 7
9 9 8 9 9 9 9 7 9 9
11 11 10 11 11 11 11 9 11 11
12 12 8 12 12 12 12 10 12 12
13 12 7 12 13 13 13 11 13 13
14 7 6 11 14 14 14 12 14 14
15 7 7 8 9 15 15 13 15 15
15 8 8 8 7 16 16 14 16 16
15 11 11 11 11 17 17 6 17 17
15 15 15 15 15 18 18 15 18 18
Pits
Original DEM
7 7 6 7 7 7 7 5 7 7
9 9 7 9 9 9 9 7 9 9
11 11 7 11 11 11 11 9 11 11
12 12 7 12 12 12 12 10 12 12
13 12 7 12 13 13 13 11 13 13
14 7 7 11 14 14 14 12 14 14
15 7 7 7 9 15 15 13 15 15
15 8 8 8 7 16 16 14 16 16
15 11 11 11 11 17 17 14 17 17
15 15 15 15 15 18 18 15 18 18
Carved
Filled
Decompose computation by catchmentsor River Corridor
• Parallel computation• High resolution in some areas• Incremental improvement
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
Are there any questions ?
AREA 1
AREA 2
3
12