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On the Application of Fractal Geometry to Stream Networks Calculating and Comparing Fractal Dimensions Adam Zhang Georgia Institute of Technology

On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal

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Page 1: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal

On the Application of Fractal Geometry to

Stream NetworksCalculating and Comparing Fractal Dimensions

Adam ZhangGeorgia Institute of Technology

Page 2: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal

Mathematics of Stream NetworksQuantitative framework for stream networks

Horton-Strahler Stream Ordering System

Streams as fractals

Page 3: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal

Fractals and Fractal DimensionsSelf-similarity and Heavy Tails

Fractal Dimension

Complexity and Space-filling

Fractal methods in streams

Different values

Validity

Page 4: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal

Divider (Richardson) Method

Page 5: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal

Functional-Box Counting

Page 6: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal

As a function of bifurcation and length

Page 7: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal

H.J. Andrews

Page 8: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal
Page 9: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal
Page 10: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal
Page 11: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal

Bifurcation jpg

Page 12: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal

ImplicationsGenerally fractal

Similar to values across watersheds

Techniques create varying ranges of dimension

Only divider method illustrates sinuosity vs branching

Higher fractal dimensions have higher drainage densities

More space-filling

Page 13: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal

Further StudySimulate Tree Networks of Similar Dimension

Probability Distribution in Statistical Fractals

Catchment Area vs Bifurcation Ratio

Page 14: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal

AcknowledgementsMentors and Facilitators-

Dr. Desiree Tullos, Dr. Julia Jones, Dr. Fred Swanson, Dr. Catalina Segura, Cara Walter

EISI Group-

Sashka, Brent, Pete, Malia, Josh, Jane, Lydia, Elaina, Andrew, Stephanie

H.J. Andrews and Oregon State University

Page 15: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal

ReferencesB. B. Mandelbrot, “How Long Is the Coast of Britain? Statistical Self-Similarity and Fractional Dimension,” Science, New Series, Vol. 156, No. 3775, 1967, pp. 636-638.

La Barbera, P., and R. Rosso. 1990. On fractal dimension of stream networks, Reply to Tarboton et al., Water. Resour. Res., 26(9), 2245-2248.

Lovejoy, S., D. Schertzer, and A. A. Tsonis. 1987. Functional box counting and multiple elliptical dimensions in rain, Science, 235, 1036-1038.

Horton, R. E. 1932. Drainage-basin characteristics, EOS Trans. AGU, 13, 350-361.

I. Rodriguez and A. Rinaldo, “Fractal River Basins (Chance and Self-Organization),” Cambridge University Press, Cambridge, 1997.

Strahler, A. N. 1952. Hypsometric (area altitude) analysis of erosional topography, Geol. Soc. Am. Bull., 63, 1117-1142.

Tarboton, D. G., R. L. Bras, and I. Rodgriquez-Iturbe. 1988. The fractal nature of river networks, Water. Resour. Res., 24(8), 1317-1322

Z. Khanbabaei, A. Karam, and G. Rostamizad, "Studying relationships between the fractal dimension of the drainage basins and some of their geomorphological characteristics", Int. J. Geosci., vol. 4, pp. 636-642, 2013.

Page 16: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal

DiscussionAdam Zhang

School of Mathematics

Georgia Institute of Technology, c/o 2018

[email protected]

Page 17: On the Application of Fractal Geometry to Stream Networks€¦ · Fractals and Fractal Dimensions Self-similarity and Heavy Tails Fractal Dimension Complexity and Space-filling Fractal