Predator-Prey%20Dynamics%20for%20Rabbits,%20Trees,%20 - PowerPoint PPT Presentation

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Predator-Prey%20Dynamics%20for%20Rabbits,%20Trees,%20

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University of Wisconsin - Madison. Presented to. International Conference on Complex Systems ... Purely homogeneous (every cell is equivalent) Purely egalitarian ... – PowerPoint PPT presentation

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Title: Predator-Prey%20Dynamics%20for%20Rabbits,%20Trees,%20


1
Predator-Prey Dynamics for Rabbits, Trees,
Romance
  • J. C. Sprott
  • Department of Physics
  • University of Wisconsin - Madison
  • Presented to
  • International Conference on Complex Systems
  • in Nashua, NH
  • on May 10, 2002

2
Lotka-Volterra Equations
  • R rabbits, F foxes
  • dR/dt r1R(1 - R - a1F)
  • dF/dt r2F(1 - F - a2R)

r and a can be or -
3
Types of Interactions
dR/dt r1R(1 - R - a1F) dF/dt r2F(1 - F - a2R)

a2r2
Prey- Predator
Competition
-

a1r1
Predator- Prey
Cooperation
-
4
Equilibrium Solutions
  • dR/dt r1R(1 - R - a1F) 0
  • dF/dt r2F(1 - F - a2R) 0

Equilibria
  • R 0, F 0
  • R 0, F 1
  • R 1, F 0
  • R (1 - a1) / (1 - a1a2), F (1 - a2) / (1 -
    a1a2)

F
R
5
Coexistence
  • With N species, there are 2N equilibria, only one
    of which represents coexistence.
  • Coexistence is unlikely unless the species
    compete only weakly with one another.
  • Diversity in nature may result from having so
    many species from which to choose.
  • There may be coexisting niches into which
    organisms evolve.
  • Species may segregate spatially.

6
Alternate Spatial Lotka-Volterra Equations
  • Let Si(x,y) be density of the ith species
    (rabbits, trees, seeds, )
  • dSi / dt riSi(1 - Si - SaijSj)

j?i
where
S Sx-1,y Sx,y-1 Sx1,y Sx,y1 aSx,y
2-D grid
7
Features of the Model
  • Purely deterministic
  • (no randomness)
  • Purely endogenous
  • (no external effects)
  • Purely homogeneous
  • (every cell is equivalent)
  • Purely egalitarian
  • (all species obey same equation)
  • Continuous time

8
Typical Results
9
Dominant Species
10
Fluctuations in Cluster Probability
Cluster probability
Time
11
Power Spectrumof Cluster Probability
Power
Frequency
12
Sensitivity to Initial Conditions
Error in Biomass
Time
13
Results
  • Most species die out
  • Co-existence is possible
  • Densities can fluctuate chaotically
  • Complex spatial patterns spontaneously arise

One implies the other
14
Romance(Romeo and Juliet)
  • Let R Romeos love for Juliet
  • Let J Juliets love for Romeo
  • Assume R and J obey Lotka-Volterra Equations
  • Ignore spatial effects

15
Romantic Styles
dR/dt rR(1 - R - aJ)

a
Narcissistic nerd
Cautious lover
-

r
Eager beaver
Hermit
-
16
Pairings - Stable Mutual Love
Cautious Lover
Eager Beaver
Narcissistic Nerd
Hermit
Narcissistic Nerd
46
67
5
0
Eager Beaver
67
39
0
0
Cautious Lover
5
0
0
0
Hermit
0
0
0
0
17
Love Triangles
  • There are 4-6 variables
  • Stable co-existing love is rare
  • Chaotic solutions are possible
  • Butnone were found in LV model
  • Other models do show chaos

18
Summary
  • Nature is complex
  • Simple models may suffice

but
19
References
  • http//sprott.physics.wisc.edu/
    lectures/iccs2002/ (This talk)
  • sprott_at_juno.physics.wisc.edu
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