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Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar in Madison, WI on January 25, 2011

Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

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Page 1: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Chaos in EasterIsland Ecology

J. C. SprottDepartment of Physics

University of Wisconsin – Madison

Presented at the

Chaos and Complex Systems

Seminar

in Madison, WI

on January 25, 2011

Page 2: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Easter Island

Page 3: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar
Page 4: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar
Page 5: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar
Page 6: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Chilean palm (Jubaea chilensis)

Page 7: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Easter Island History 400-1200 AD?

First inhabitants arrive from Polynesia 1722

Jacob Roggevee (Dutch) visited Population: ~3000

1770’s Next foreign visitors

1860’s Peruvian slave traders Catholic missionaries arrive Population: 110

1888 Annexed by Chilie

2010 Popular tourist destination Population: 4888

Page 8: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Things should be explained as simply as possible, but not more simply.

−Albert Einstein

Page 9: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

All models are wrong; some models are useful.

−George E. P. Box

Page 10: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Linear Model

Pdt

dP

P is the population (number of people)γ is the growth rate (birth rate – death rate)

)( 0for

)( 0for

0

0

stableePP

unstableePPt

t

0 Pm: Equilibriu

Page 11: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Linear Model

0for

0for

0

0

t

t

ePP

ePP

γ = +1

γ = −1

Page 12: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Logistic Model

)1( PPdt

dP

capacity''Carrying

P

γP

0)for (stable 1

0)for (stable 0

:equilibria Two

Page 13: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Attractor

Repellor

γ = +1

Page 14: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Lotka-Volterra Model

prey) / (trees )1(

predator) / (people

PTTdt

dT

PTPdt

dP

P

T

Three equilibria:

Coexisting equilibrium

Page 15: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

η = 4.8γ = 2.5

Brander-TaylorModel

Page 16: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

η = 4.8γ = 2.5

Brander-TaylorModel

Point Attractor

Page 17: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Basener-Ross Model

(trees) )1(

(people) 1

PTTdt

dT

T

PP

dt

dP

P

T

Three equilibria:

Page 18: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

η = 25γ = 4.4

Basener-RossModel

Page 19: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

η = 0.8γ = 0.6

Basener-RossModel

Requiresγ = 2η − 1

Structurallyunstable

Page 20: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Poincaré-Bendixson TheoremIn a 2-dimensional dynamical

system (i.e. P,T), there are only 4 possible dynamics:

1. Attract to an equilibrium

2. Cycle periodically

3. Attract to a periodic cycle

4. Increase without bound

Trajectories in state space cannot intersect

Page 21: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Invasive Species Model

(trees) )1(1

(rats) 1

(people) 1

PTR

T

dt

dT

T

RR

dt

dR

T

PP

dt

dP

R

R

PP

Four equilibria:1. P = R = 02. R = 03. P = 04. coexistence

Page 22: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

ηP = 0.47γP = 0.1

ηR = 0.7γR = 0.3 Chaos

Page 23: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Return map

Fractal

Page 24: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

γP = 0.1γR = 0.3ηR = 0.7

Bifurcation diagram

Lyapunov exponent

Period doubling

Page 25: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar
Page 26: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

γP = 0.1γR = 0.3ηR = 0.7

Hopf bifurcation

Crisis

Page 27: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Overconsumption

Page 28: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Reduce harvesting

Page 29: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Eradicate the rats

Page 30: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

Conclusions Simple models can produce

complex and (arguably) realistic results.

A common route to extinction is a Hopf bifurcation, followed by period doubling of a limit cycle, followed by increasing chaos.

Systems may evolve to a weakly chaotic state (“edge of chaos”).

Careful and prompt slight adjustment of a single parameter can prevent extinction.

Page 31: Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin – Madison Presented at the Chaos and Complex Systems Seminar

References

http://sprott.physics.wisc.edu/

lectures/easter.ppt (this talk)

http://sprott.physics.wisc.edu/chaostsa/

(my chaos book)

[email protected] (contact me)