Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin –...

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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

Transcript of Chaos in Easter Island Ecology J. C. Sprott Department of Physics University of Wisconsin –...

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)