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Basins of Attraction

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Title: Basins of Attraction


1
Basins of Attraction
  • Dr. David Chan
  • NCSSM
  • TCM Conference
  • February 1, 2002

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Outline
  • Definitions and a Simple Example
  • Newtons Method in the Real Plane
  • Newtons Method in the Complex Plane
  • The Biology of a Species

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Dynamical Systems
  • A Dynamical System is a set of equations which
    model some changing phenomena. They often take
    the form of
  • Difference Equation(s)
  • Ordinary Differential Equation(s)
  • Partial Differential Equation(s)

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  • Examples
  • Precalculus

- Population growth
- Drug Dosage
- Loans
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  • More Examples
  • Calculus

-Function Iteration
-Fixed points -Bifurcations -Periodic Orbits
-Newtons Method
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Attractors
An attractor is a point or a collection of points
on which the system can limit. These often take
the form of
-Fixed Points
-Periodic Orbits
-Strange Attractors
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Basins of Attraction The Basin of
Attraction for an attractor is the set of points
which limit on the attractor.
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Example Function iteration
Two fixed points
x0 Has a basin of attraction of
(-1,1).
x1 Has a basin of attraction of
-1,1.
Everything else goes to infinity!
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CalculusNewtons Method
  • Used to find roots of a function by using tangent
    lines.
  • Formula

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Location of a horizontal tangent line.
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Consider
Questions
  • What is the basin of attraction for 0?
  • Are there other attractors other than the roots?
  • In what way(s) can Newtons Method fail?

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  • Question
  • What is the basin of attraction for 0?
  • Answer
  • There is a part of each hump of
  • sine which will give 0 as a root.

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Question
  • Are there other attractors other than the roots?
  • Answer
  • There are periodic points.

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Question
  • In what way(s) can Newtons Method fail?
  • Answer
  • Move to the next hump at the
  • same location.

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Newtons Method in the Complex Plane
  • Same method but involves using
  • complex arithmetic.
  • This is 2-dimensional.
  • has n different solutions.
  • And

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Z2 - 1
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Z3 - 1
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Z4 - 1
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Z5 - 1
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Z2 - 1
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Z2.001 - 1
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Z2.005 - 1
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Z2.01 - 1
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Z2.02 - 1
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Z2.03 - 1
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Z2.04 - 1
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Z2.06 - 1
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Z2.1 - 1
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Z2.2 - 1
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Z2.3 - 1
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Z2.4 - 1
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Z2.5 - 1
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Z2.6 - 1
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Z2.7 - 1
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Z2.8 - 1
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Z2.9 - 1
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Z2.95 - 1
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Z3 - 1
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1 x 1
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0.1 x 0.1
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0.01 x 0.01
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0.000001 x 0.000001
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Newtons Method
  • Method fails at z0.
  • Method fails at lots of points which
  • map to zero (eventually).
  • All these points have points of all
  • three colors near them.

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Precalculus Biology
One species-Adult Children
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Simplified Equations
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Questions 1. What happens if rgt0 and agt0.
This models competition.
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Questions
2. What happens if rlt0?
Everything dies out!
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Questions
  1. What happens if rgt0 and alt0?

This models cannibalism.
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