| Plant
Ecology | Landcape Ecology |
Modeling lecture: Plant
ecology |
A Menagerie of Population Dynamics
General Introduction
The overall dynamics exhibited by a population depend upon an number
of factors. The types of dynamics we will consider here are ones that
are determined by density dependent feedback within a population and
are purely determistic. As a population increases in size it
exherts a negative influence on reprodutive output and survivorship,
acting to lower population growth rates. The tendency is to push the
population towards its carrying capacity. However, if density
dependent feedback is very strong and the potential reproductive
output in the absence of density effects is high, a wide variety of
dynamics can be observed. The types of dynamics observed will depend,
in fact, upon the relative strengths of reproductive output and
density effects. As the impact of density intensifies or reproductive
capacity increases, the dynamics exhibited by a population displaced
away from its carrying capacity will shift from a smooth approach to
the carrying capacity, known as monotonic
damping, to more complex dynamics, such as
damped oscillations, limit cycles, and
eventually to the most extreme cases of density dependence, which
exihibit a pattern known as chaotic
dynamics.
In the examples presented here, we will look at the dynamics of a
very simple population model, shown above, as they
depend upon the magnitude of parameter values. The model is based
upon a standard form of a yield-density equation, appropriate for
modeling an annual plant population. The effects of density as
depicted by the model are intensified with increases in the parameter
b above values of 1.0. Maximum
reproductive output in the absence of density effects are represented
by the parameter R. The
parameter a does not affect the
dynamics and is used to express density on the appropriate scale.
| Top | Monotonic
damping | Damped oscillations |
Limit cycles | |Chaos |
Parameter effects |
Monotonic Damping
A population that is damped monotonically will exhibit a
smooth approach to its carrying capacity. This will happen
if the population is either above or below its carrying
capacity. This is equivalent to the classic case of logistic
growth discussed in most traditional ecology textbooks.
An Example Model
|

|
| Top | Monotonic damping
| Damped oscillations | Limit
cycles | |Chaos | Parameter
effects |
Damped Oscillations
A population that is characterized by damped oscillations
will overshoot and then undershoot the carrying capacity in
sequence. The degree to which it undershoots or overshoots,
however, will lessen with each timestep, until the
population eventually settles on the carrying capacity.
An Example Model
|

|
| Top | Monotonic damping
| Damped oscillations |
Limit cycles | |Chaos
| Parameter effects |
Limit Cycles
A population that is characerized by a limit cycle will
alternate between 2, 4, or possibly 8 population sizes in
succession. In the example shown here the population is
alternating between two population sizes. The larger
population size is above the hypothetical carrying capacity
of the population. Density effects are strong. resulting in
a population far below carrying capacity during the next
timestep. Under these circumstances density effects are low
and the population size increases to above the carrying
capacity once again. The population continues to overshoot
and undershoot the carrying capacity in succession.
An Example Model
|

|
| Top | Monotonic damping
| Damped oscillations | Limit
cycles | | Chaos | Parameter
effects |
Chaos
A population will exhibit chaotic behavior, if reproductive
output is high and there are strong density effects
regulating population size (i.e., large values for the
exponent in the divisor of our example model). The apparent
behavior of the model will appear to be extremely erratic,
however, the underlying process is purely deterministic.
An Example Model
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|
| Top
| Monotonic damping | Damped
oscillations | Limit cycles | |Chaos
| Parameter effects |
The Relationship between Observed
Population Dynamics and the Parameters R and b in our
Simple Population Model
kmoloney@iastate.edu