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

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Presentation on theme: "Basins of Attraction Dr. David Chan NCSSM TCM Conference February 1, 2002."— Presentation transcript:

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

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3 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

4 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)

5 Examples : Precalculus - Loans - Drug Dosage - Population growth

6 More Examples : Calculus -Newton’s Method -Fixed points -Bifurcations -Periodic Orbits -Function Iteration

7 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

8 Basins of Attraction The Basin of Attraction for an attractor is the set of points which limit on the attractor.

9 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!

10 Calculus—Newton’s Method Used to find roots of a function by using tangent lines. Formula:

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12 Location of a horizontal tangent line.

13 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:

14 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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20 Question:  Are there other attractors other than the roots? Answer:  There are periodic points.

21 Question:  In what way(s) can Newton’s Method fail? Answer:  Move to the next hump at the same location.

22 Newton’s Method in the Complex Plane Same method but involves using complex arithmetic. This is 2-dimensional. has n different solutions. And…

23 Z 2 - 1

24 Z 3 - 1

25 Z 4 - 1

26 Z 5 - 1

27 Z 2 - 1

28 Z 2.001 - 1

29 Z 2.005 - 1

30 Z 2.01 - 1

31 Z 2.02 - 1

32 Z 2.03 - 1

33 Z 2.04 - 1

34 Z 2.06 - 1

35 Z 2.1 - 1

36 Z 2.2 - 1

37 Z 2.3 - 1

38 Z 2.4 - 1

39 Z 2.5 - 1

40 Z 2.6 - 1

41 Z 2.7 - 1

42 Z 2.8 - 1

43 Z 2.9 - 1

44 Z 2.95 - 1

45 Z 3 - 1

46 1 x 1

47 0.1 x 0.1

48 0.01 x 0.01

49 0.000001 x 0.000001

50 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.

51 Precalculus: Biology One species-Adult & Children

52 Simplified Equations

53 Questions: 1. What happens if r>0 and a>0. This models competition.

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56 Questions: 2. What happens if r<0? Everything dies out!

57 Questions: 3.What happens if r>0 and a<0? This models cannibalism.

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