some potential terrain analysis tools for arcgis

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Some Potential Terrain Analysis Tools for ArcGIS David G. Tarboton [email protected] u p://www.engineering.usu.edu/dtarb

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Some Potential Terrain Analysis Tools for ArcGIS. David G. Tarboton [email protected]. http://www.engineering.usu.edu/dtarb. Overview. Review of digital elevation model grid based flow direction, accumulation and watershed delineation - PowerPoint PPT Presentation

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Page 1: Some Potential Terrain Analysis Tools for ArcGIS

Some Potential Terrain Analysis Tools for ArcGIS

David G. Tarboton

[email protected]

http://www.engineering.usu.edu/dtarb

Page 2: Some Potential Terrain Analysis Tools for ArcGIS

Overview Review of digital elevation model

grid based flow direction, accumulation and watershed delineation

Channel network delineation. Objective selection of channel delineation threshold and representation of variable drainage density.

Terrain flow fields and their numerical representation. Multiple flow direction approaches.

Specialized grid accumulation functions

Page 3: Some Potential Terrain Analysis Tools for ArcGIS

Elevation Surface — the ground surface elevation at each point

Digital Elevation Model — A digital representation of an elevation surface. Examples include a (square) digital elevation grid, triangular irregular network, set of digital line graph contours or random points.

Page 4: Some Potential Terrain Analysis Tools for ArcGIS

Digital Elevation Model Based Flow Path Analysis

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256

Drainage Area

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Eight direction pour point model D8

Grid network

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Grid Order

Page 5: Some Potential Terrain Analysis Tools for ArcGIS

100 grid cell constant support area threshold stream delineation

1 0 1 KilometersConstant support area threshold100 grid cell9 x 10E4 m^2

Page 6: Some Potential Terrain Analysis Tools for ArcGIS

1 0 1 Kilometers Grid networkpruned to 4thorder

Grid network pruned to order 4 stream delineation

Page 7: Some Potential Terrain Analysis Tools for ArcGIS

200 grid cell constant support area based stream delineation

1 0 1 Kilometersconstant support area threshold200 grid cell18 x 10E4 m^2

Page 8: Some Potential Terrain Analysis Tools for ArcGIS

How to decide on drainage area threshold ?

AREA 1AREA 1

AREA 2AREA 2

3

12

0.1

110

10000 100000 1000000

Drainage Area Threshold (m2)

Dra

inag

e D

ensi

ty (

1/km

)

Mawheraiti

Gold Creek

Choconut and Tracy Creeks

Drainage density (total channel length divided by drainage area) as a function of drainage area support threshold used to define channels for the three study watersheds.

Dd = 760 A-0.507

Why is it important?

Page 9: Some Potential Terrain Analysis Tools for ArcGIS

Hydrologic processes are different on hillslopes and in channels. It is important to recognize this and account for this in models.

Drainage area can be concentrated or dispersed (specific catchment area) representing concentrated or dispersed flow.

Objective determination of channel network drainage density

Page 10: Some Potential Terrain Analysis Tools for ArcGIS

Delineation of Channel Networks and Subwatersheds

500 cell theshold

1000 cell theshold

Page 11: Some Potential Terrain Analysis Tools for ArcGIS

0 1 Kilometers 0 1 KilometersDriftwood, PA Sunland, CA

Examples of differently textured topographySame scale, 20 m contour interval

Sunland, CADriftwood, PA

Page 12: Some Potential Terrain Analysis Tools for ArcGIS

Logged Pacific Redwood Forest near Humboldt, California

Page 13: Some Potential Terrain Analysis Tools for ArcGIS

Gently Sloping Convex Landscape

From W. E. Dietrich

Page 14: Some Potential Terrain Analysis Tools for ArcGIS

Mancos Shale badlands, Utah. From Howard, 1994.

Page 15: Some Potential Terrain Analysis Tools for ArcGIS

Suggestion: Map channel networks from the DEM at the finest resolution consistent with observed channel network geomorphology ‘laws’.

“landscape dissection into distinct valleys is limited by a threshold of channelization that sets a finite scale to the landscape.” (Montgomery and Dietrich, 1992, Science, vol. 255 p. 826.)

One contributing area threshold does not fit all watersheds.

Page 16: Some Potential Terrain Analysis Tools for ArcGIS

Constant Stream Drops Law based on Strahler Stream Ordering

Order

Mea

n S

trea

m D

rop

1.0 1.5 2.0 2.5 3.0 3.5 4.0

5010

050

0

Rd = 0.944

Broscoe, A. J., (1959), "Quantitative analysis of longitudinal stream profiles of small watersheds," Office of Naval Research, Project NR 389-042, Technical Report No. 18, Department of Geology, Columbia University, New York.

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Page 17: Some Potential Terrain Analysis Tools for ArcGIS

Stream DropElevation difference between ends of stream

Note that a “Strahler stream” comprises a sequence of links (reaches or segments) of the same order

NodesLinks

Single Stream

Page 18: Some Potential Terrain Analysis Tools for ArcGIS

Statistical Analysis of Stream Drops

Elevation Drop for Streams

0

100

200

300

400

500

600

0 1 2 3 4 5 6

Strahler Order

Dro

p (

me

ters

)

Drop

Mean Drop

Page 19: Some Potential Terrain Analysis Tools for ArcGIS

Constant Support Area Threshold

Strahler Stream Order

Str

ah

ler

Str

ea

m D

rop

(m

)

05

01

00

15

02

00

25

0

1 3 5 1 3 5 1 3 5 1 3 5 1 3 5

Support Area threshold (30 m grid cells)

50 100 200 300 500

Drainage Density (km-1) 3.3 2.3 1.7 1.4 1.2

t statistic for difference between lowest order and higher order drops

-8.8 -5 -1.8 -1.1 -0.72

Page 20: Some Potential Terrain Analysis Tools for ArcGIS

200 grid cell constant support area based stream delineation

1 0 1 Kilometersconstant support area threshold200 grid cell18 x 10E4 m^2

Page 21: Some Potential Terrain Analysis Tools for ArcGIS

Local Curvature Computation(Peuker and Douglas, 1975, Comput. Graphics Image Proc. 4:375)

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Page 22: Some Potential Terrain Analysis Tools for ArcGIS

Contributing area of upwards curved grid cells only

Topsrc01 - 55-2020-5050-30000No Data

50mcont.shp 1 0 1 2 Kilometers

Page 23: Some Potential Terrain Analysis Tools for ArcGIS

Upward Curved Contributing Area Threshold

Strahler Stream Order

Str

ah

ler

Str

ea

m D

rop

(m

)

05

01

00

15

02

00

25

0

1 3 5 1 3 5 1 3 5 1 3 5

Upward curved support area threshold (30 m grid cells)

10 15 20 30

Drainage Density (km-1) 2.2 1.8 1.6 1.4

t statistic for difference between lowest order and higher order drops

-4.1 -2.2 -1.3 -1.2

Page 24: Some Potential Terrain Analysis Tools for ArcGIS

1 0 1 KilometersCurvature basedStream delineation

Curvature based stream delineation

Page 25: Some Potential Terrain Analysis Tools for ArcGIS

Addressing the limitations imposed by 8 grid directions

Page 26: Some Potential Terrain Analysis Tools for ArcGIS

Topographic Slope

?

Topographic Definition Drop/Distance

Limitation imposed by 8 grid directions.

Flow Direction Field — if the elevation surface is differentiable (except perhaps for countable discontinuities) the horizontal component of the surface normal defines a flow direction field.

Page 27: Some Potential Terrain Analysis Tools for ArcGIS

Single Flow Direction Grid — A numerical representation of the flow direction field in which each cell takes on one of eight values depending on which of its eight neighboring cells is in the direction of steepest descent

Multiple Flow Direction Grid — A numerical representation of the flow direction field in which flow is partitioned between one or more or the eight neighboring cells such that proportions add up to one

0.4

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Page 28: Some Potential Terrain Analysis Tools for ArcGIS

Flowdirection.

Steepest directiondownslope

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Proportion flowing toneighboring grid cell 3is 2/(1+

2)

Proportionflowing toneighboringgrid cell 4 is

1/(1+2)

The D Algorithm

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.engineering.usu.edu/cee/faculty/dtarb/dinf.pdf)

Page 29: Some Potential Terrain Analysis Tools for ArcGIS

Contributing Area using D8

Contributing Area using D

Page 30: Some Potential Terrain Analysis Tools for ArcGIS

Multiple flow direction grid accumulation functions

Page 31: Some Potential Terrain Analysis Tools for ArcGIS

Downslope Influence The contributing area only of points in a target set y. I(x;y) says what the contribution from points y are at each mapped point x.

Useful for example to track where sediment or contaminant moves

1

0

Influence function of grid cell y

0.5 0.5

1 0

0.6 0.4

0

0 0

0

0 0.6 0.4

Grid cell y

Page 32: Some Potential Terrain Analysis Tools for ArcGIS

Upslope Dependence. Quantifies the amount a point x contributes to the point or zone y. The inverse of the influence function D(x;y) = I(y;x)

Dependence function of grid cells y

0 1 0

0 1 0

0 0.6 0

0.3 0.3 0

0.6 0 0

Grid cells y

Useful for example to track where a contaminant may come from

Page 33: Some Potential Terrain Analysis Tools for ArcGIS

Decayed Accumulation A decayed accumulation operator DA[.] takes as input a mass loading field m(x) expressed at each grid location as m(i, j) that is assumed to move with the flow field but is subject to first order decay in moving from cell to cell. The output is the accumulated mass at each location DA(x). The accumulation of m at each grid cell can be numerically evaluated

DA[m(x)] = DA(i, j) = m(i, j)2 +

neighborsngcontributikkkkkk )j,i(DA)j,i(dp

Here d(x) = d(i ,j) is a decay multiplier giving the fractional (first order) reduction in mass in moving from grid cell x to the next downslope cell. If travel (or residence) times t(x) associated with flow between cells are available d(x) may be evaluated as ))x(texp( where is a first order decay parameter.

Useful for a tracking contaminant or compound

subject to decay or attenuation

Page 34: Some Potential Terrain Analysis Tools for ArcGIS

Concentration Limited Accumulation An unlimited supply of a substance that is loaded into flow at a concentration or solubility threshold Csol. The set of points y, delineating the area of the substance supply are mapped using the (0,1) indicator field i(x;y). 1. Flow (weighted accumulation)

Q(x)=A[w(x)] 2. Supply area concentration at threshold

If i(x; y) = 1 C(x) = Csol L(x) = Csol Q(x)

3. Remaining locations by load accumulation and dilution L(x) = L(i, j) =

neighborsngcontributikkkk )j,i(Lp

C(x) = L(x)/Q(x) Useful for a tracking a contaminant released or partitioned to flow at a

fixed threshold concentration

Page 35: Some Potential Terrain Analysis Tools for ArcGIS

Transport limited accumulationErodability

e.g. E = a0.7 S0.6 Transport Capacity e.g. Tcap = a2 S2

Transport Flux, T

Deposition, D

)T,TEmin(T capinout outin TTED

Useful for modeling erosion and sediment delivery, the spatial dependence of sediment delivery ratio and contaminant that adheres to

sediment

Page 36: Some Potential Terrain Analysis Tools for ArcGIS

Reverse Accumulation

Useful for destabilization sensitivity in landslide

hazard assessmentwith Bob Pack

Reverse accumulation of field weights indicated in red

0 0.8 0.6

0 0.4

0.6

0 1.8 0

0.9 1.8 0

1.35 1.8 0

1.2

0.8 0.6

Page 37: Some Potential Terrain Analysis Tools for ArcGIS

Suggestions for Terrain Analysis Tools for ArcGIS

All of the above Of course !

Already available as TauDEM ArcGIS toolbar but lacking in support and robustness

Page 38: Some Potential Terrain Analysis Tools for ArcGIS

Things that could be implemented quickly Generalized channel network delineation Geomorphologically based routing of flow

across flats (Garbrecht and Martz, 1997) Multiple flow direction data structure – more

general than D angles (and not in radians) D flow directions Slope proportioned flow directions

MFD derived functions Contributing area (accumulation,

weighted, downslope influence) Upslope dependence

Edge contamination

Page 39: Some Potential Terrain Analysis Tools for ArcGIS

Intermediate term or more specialized functions

Additional MFD derived functions Transport limited accumulation Concentration limited accumulation Reverse accumulation "average" distance to streams Wetness index Decaying accumulation Partial contributing area

Generalized drainage correction Hydrologic model integration

Page 40: Some Potential Terrain Analysis Tools for ArcGIS

Are there any questions ?

AREA 1AREA 1

AREA 2AREA 2

3

12

http://www.engineering.usu.edu/dtarb