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Here's another gem from Strogatz. A classic model of predator prey
interaction favored by text-book writers (and dismissed by biologists)
is the Lotka-Volterra predator-prey model which we can think of as
rabbits vs. coyotes (or coyotes vs. ACME). If we let R(t) be the
number of rabbits and C(t) be the number of Coyotes per 100 acres,
then we can write this model as
where
and
are growth rates and
and
are
specific, constant values of population density of coyotes and rabbits.
- Discuss the biological meaning of each equation and comment on any
unrealistic assumptions (hint: think of
each equation like a simple growth rate equation
e.g.
(Equation 2) but now the growth
rate r is a function of coyotes or rabbits). This is tricky but
worth the discussion. You should also do it at the end of the problem. - Show that the two points (R=0,C=0) and (
) are fixed
points in this system. - Extra credit: Prove that those points are the only fixed points
(hint: draw the null-clines).
- Sketch some direction arrows for the phase-plane plot and
predict the behavior of the two fixed points.
- Choose
,
and
(or any other values you please)
and use STELLA to test your intuition and show that the model
predicts cycles in the populations of both species, for
almost all initial conditions. (which initial conditions do
not produce cycles). What happens if you start with 1 rabbit and 10
coyotes per 100 acres? Does this make sense to you? Why or Why not? - Discuss Strogatz's point that ``This model is popular with many
textbook writers because it's simple, but some are beguiled into
taking it too seriously. Mathematical biologists dismiss the
Lotka-Volterra model because it is not structurally stable, and
because real predator-prey cycles typically have a characteristic
amplitude. In other words, realistic models should predict a
single closed orbit, or perhaps finitely many, but not a
continuous family of neutrally stable cycles. See the discussions
in May (1972) [4], Edelstein-Keshet (1988) [5], or Murray
(1989) [6]
Next: More love affairs problem
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marc spiegelman
Mon Sep 22 21:30:22 EDT 1997