CSC 210
Week 4
Topics:
- Application: Population dynamics, LOGISTIC MAP x1 -> a*x1*(1.0 - x1)
continued.
- Bifurcation diagrams.
- Time series (X vs Time) plots; how to recognize stable and oscillating population
from data.
- Discrete Predator-prey model.
- Introduction to continuous models: Radioactive decay.
- Lecture notes by fellow students
Assignment:
-
Beverton-Holt Stock-recruitment model:
xn+1 = rxn/[1 + ((r - 1)/k)xn]
This is a biologically important fisheries model containing
two parameters r (growth rate) and k (carrying capacity).
Despite its complicated form, this model has simple dynamics.
We assume that both parameters take on non-negative values.
Enter this model into PHASER.
-
To understand the geometric meanings of the parameters,
Fix k (say at 1) and vary r to make a Gallery of growth curves using
the stair-step view of PHASER. You may want to take big window size
(-1 , 17; -1, 17) to see what happens as the population gets large.
Next, fix r = 1.6 and vary k.
Describe biologically what you observe in these
two sequences. Note: In this model varying the parameters is not
dangerous (unlike the logistic model).
-
Find the fixed points of the model as a function of the parameters.
For what ranges of the parameters they are biologically significant?
-
Determine the stability type of the fixed points.
Can the positive fixed point
become unstable as the parameter r or k is increased?
Can either of the fixed points undergo period-doubling
bifurcation?
- Draw the bifurcation diagram of the
Beverton-Holt Stock-recruitment model
-
Fix k=1 , and draw the bifurcation diagram for r.
To get useful picture, set initial condition to 0.3, starttime=232, stoptime=444.
Window size (0.5, 3) (-1, 3). When you fix k=1 in the
parameters panel, and assign the parameter r to be changed
to the x-axis in the Bifurcation Diagram panel
at the top of the tree, the current value of r is ignored and r is changed
from x-min to x-max while k=1 is held fixed.
- Draw another bifurcation while k =2 and r varied as above.
- Interpret the diagrams in terms of the population's fate.
- Next, draw three bifurcation diagrams by, fixing r = 0.7 and varying k,
fixing r = 1 and varying k, fixing r =2 and varying k.
-
Interpret your bifurcation diagrams biologically.
- Write a summary of the possible dynamics of a population descibed by
the Beverton-Holt model and interpret your findings in biological terms.
- Decay constant for C-14: The half life of radioactive carbon C14
is known to be appproximately 5700 years. Using Phaser, determine the decay
constant k in the decay differential equation x1' = k*x1.
Do the calculations with two different initial conditions, say 120 and 210.
Does the decay constant depend on the initial amount?