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Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

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Page 1: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Finding Gold In The Forest

…A Connection Between Fractal Trees, Topology, and

The Golden Ratio

Page 2: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Fractals

• First used by Benoit Mandelbrot to describe objects that are too irregular for classical geometry

• No fixed mathematical definition

• Typical characteristics: self-similarity, detail at arbitrary scales, simple recursive definition

Page 3: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Fractal Dimension

• An important characteristic of a fractal

• The main tool for applications

• Self-similar fractals have a nice fractal dimension d given by

N = (1/r)d

where N is number of pieces, r is scaling factor, so

d = ln N / ln r

Page 4: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

The Cantor Set

• Start with a unit interval, remove middle third interval, and continue to remove middle thirds of the subintervals

• Is self-similar and has a fractal dimension of ln 2/ ln 3

Page 5: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Topology

• Topology is the mathematical study of the properties that are preserved through deformations, twistings, and stretchings of objects

• Topology studies features of a space like connectivity or number of holes

• A topologist doesn’t distinguish between a tea cup and a donut

Page 6: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Homology

• Homology tries to distinguish between spaces by constructing algebraic and numerical invariants that reflect the connectivity of the spaces

• In general, the basic definitions are abstract and complicated

• For nice subsets of 2, the only non-trivial homology can be determined by counting holes

Page 7: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Same Fractal Dimension, Different Topology

Page 8: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Fractal Trees

• Compact, connected subsets that exhibit some kind of branching pattern

• There are different types of fractal trees

• Many natural systems can be modeled with fractal trees

Page 9: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio
Page 10: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Rat Lung Model

Page 11: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Retina Analysis

Page 12: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Binary Fractal Trees

• Specified by four parameters: 2 branching angles 1 and 2,and two scaling ratios r1 and r2, denoted by T(r1, r2, 1, 2)

• Trunk (vertical line segment of unit length) splits into 2 branches, one with angle 1 with the trunk and length r1, second with angle 2 and length r2

• Idea: each branch splits into 2 new branches following the same rule

Page 13: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

T(.5, 1, 240º, 240º)

• First iteration of branching

Page 14: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

T(.5, 1, 240º, 240º)

• Second iteration of branching

Page 15: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

T(.5, 1, 240º, 240º)

• Third iteration of branching

Page 16: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

T(.5, 1, 240º, 240º)

Page 17: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Symmetric Binary Fractal Trees

• T(r,) denotes tree with scaling ratio r (some real number between 0 and 1) and branching angle (real-valued angle between 0º and 180º)

• Trunk splits into 2 branches, each with length r, one to the right with angle and the other to the left with angle

• Level k approximation tree has k iterations of branching

Page 18: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Some Algebra

• A symmetric binary tree can be seen as a representation of the free monoid with two generators

• Two generator maps mR and mL that act on compact subsets

• Addresses are finite or infinite strings with each element either R or L

Page 19: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Examples

• T(.55, 40º)

Page 20: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Examples

• T(.6, 72º)

Page 21: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Examples

• T(.615, 115º)

Page 22: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Examples

• T(.52, 155º)

Page 23: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Self-Contact

For a given branching angle, there is a unique scaling ratio such that the corresponding symmetric binary tree is “self-contacting”. We denote this ratio by rsc. This ratio can be determined for any symmetric binary tree.

If r < rsc, then the tree is self-avoiding.

If r > rsc, then the tree is self-overlapping.

Page 24: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Overlapping Tree

Page 25: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Self-Contacting Trees

• The branching angles 90° and 135° are considered to be topological critical points, one reason being that the corresponding self-contacting trees are the only ones that are space-filling

• All other self-contacting trees have infinitely many generators for the first homology group

Page 26: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

All self-avoiding trees are topologically equivalent

Page 27: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

All self-avoiding trees are topologically equivalent

Page 28: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Topology and Fractal Trees?

• At first, topology doesn’t seem very useful for studying fractal trees- the topology is either trivial or too complicated

• Idea: study topological and geometrical aspects of a tree along with spaces derived from a tree

• What derived spaces?

Page 29: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Closed ε-Neighbourhoods

For a set X that is a subset of some metric space M with metric d, the closed ε-neighbourhood of X is

Xε= { x | d(x, X) ≤ ε }

Page 30: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Example

Page 31: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Example

Page 32: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Example

Page 33: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Example

Page 34: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Example

Page 35: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Closed ε-Neighbourhoods of Trees

• The closed ε-neighbourhoods, as ε ranges over the non-negative real numbers, endow a tree with much additional interesting structure

• They are a function of r, θ, and ε

• What features do we study?

Page 36: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Holes of Closed ε-Neighbourhoods

• Number• Persistence• Complexity• Level• Symmetry• Location• Type

Page 37: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Persistence

The range of ε-values that a hole class persists over.

Page 38: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Levels

• The level of a subtree is related to the branch that forms its trunk

• Level k hole is related to level k subtree

• Every hole is the image of a level 0 hole

Page 39: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Location

Where are the holes?

Page 40: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Critical Values

• Critical set of ε-values for (r,θ) based on persistence

• Critical values of r for a given θ, based on complexity

• Critical values of θ, based on location

• Different relations give different classifications of the trees that focus on different aspects

Page 41: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Specific Trees

• It is possible for a closed ε-neighbourhood to have infinitely many holes for non-zero value of ε

T(rsc, 67.5°)

Page 42: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Specific Trees

• It is often not straightforward to determine exact critical ε-values for a given tree, but they are not always necessary- sometimes estimates are good enough T(rsc, 120°)

Page 43: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

T(rsc, 120°)

• What is the self-contacting scaling ratio for the branching angle 120°?

• It must satisfy

1-rsc-rsc2=0

Thus

rsc= (-1 + √5)/2

Page 44: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

The Golden Rectangle

Page 45: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

The Golden Ratio

• The Golden Ratio Φ is the number such that

1/Φ = (Φ-1)/1Thus

Φ = (1 + √5)/2 ≈ 1.618033988749…and

1/Φ = (-1 + √5)/2 = Φ - 1

Page 46: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

The Golden Ratio

Many people, including the ancient Greeks and Egyptians, find Φ to be the most aesthetically pleasing ratio

Page 47: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio
Page 48: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

The Golden Ratio

• Φ can be considered the most ‘irrational’ number because it has a continued fraction representation

Φ = [1,1,1,…]

• Φ can be expressed as a nested radical

Page 49: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

The Golden Ratio

• Φ is related to the Fibonacci numbers

F1 = F2 = 1

and

Fn = Fn-2 + Fn-1

Page 50: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

The Golden Trees

• Four self-contacting trees have scaling ratio 1/Φ

• Each of these trees possesses extra symmetry, they seem to “line up”

• The four angles are 60°, 108°, 120° and 144°

Page 51: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Golden 60

Page 52: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Golden 108

Page 53: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Golden 120

Page 54: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio

Golden 144

Page 55: Finding Gold In The Forest …A Connection Between Fractal Trees, Topology, and The Golden Ratio