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Basins of Attraction Dr. David Chan NCSSM TCM Conference February 1, 2002
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Outline Definitions and a Simple Example Newton’s Method in the Real Plane Newton’s 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 - Loans - Drug Dosage - Population growth
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More Examples : Calculus -Newton’s Method -Fixed points -Bifurcations -Periodic Orbits -Function Iteration
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Attractors -Fixed Points -Periodic Orbits -Strange Attractors An attractor is a point or a collection of points on which the system can limit. These often take the form of
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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 x=0 Has a basin of attraction of (-1,1). x=1 Has a basin of attraction of {-1,1}. Everything else goes to infinity!
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Calculus—Newton’s 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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Questions: In what way(s) can Newton’s Method fail? Are there other attractors other than the roots? What is the basin of attraction for 0? Consider:
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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 Newton’s Method fail? Answer: Move to the next hump at the same location.
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Newton’s 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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Z 2 - 1
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Z 3 - 1
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Z 4 - 1
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Z 5 - 1
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Z 2 - 1
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Z 2.001 - 1
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Z 2.005 - 1
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Z 2.01 - 1
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Z 2.02 - 1
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Z 2.03 - 1
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Z 2.04 - 1
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Z 2.06 - 1
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Z 2.1 - 1
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Z 2.2 - 1
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Z 2.3 - 1
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Z 2.4 - 1
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Z 2.5 - 1
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Z 2.6 - 1
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Z 2.7 - 1
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Z 2.8 - 1
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Z 2.9 - 1
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Z 2.95 - 1
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Z 3 - 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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Newton’s Method: Method fails at z=0. 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 r>0 and a>0. This models competition.
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Questions: 2. What happens if r<0? Everything dies out!
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Questions: 3.What happens if r>0 and a<0? This models cannibalism.
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