Understanding the One-Dimensional Map Used by Ecologists

  • Thread starter Thread starter sapiental
  • Start date Start date
  • Tags Tags
    Function
Click For Summary
SUMMARY

The discussion centers on the One-Dimensional map defined by the equation x_n+1 = f(x_n) = x_n * e^(r * (1 - x_n)), utilized by ecologists to model population dynamics affected by epidemics. Participants analyze the behavior of this function for varying values of the parameter r, specifically 1.5, 2, and 2.7, concluding that while the function does not have a maximum, it reaches an equilibrium depending on the initial population value x_n. The conversation highlights the distinction between population growth and decline based on the relationship between x_n and the threshold value of 1, emphasizing the importance of understanding the implications of the parameter r on population dynamics.

PREREQUISITES
  • Understanding of recursion equations and their properties
  • Familiarity with exponential functions and their behavior
  • Basic knowledge of population dynamics in ecology
  • Concept of equilibrium in mathematical models
NEXT STEPS
  • Research the implications of the parameter r in population models
  • Study logistic equations and their derivation from differential equations
  • Explore the concept of equilibrium in ecological models
  • Learn about first-order linear differential equations and their applications
USEFUL FOR

Ecologists, mathematicians, and students studying population dynamics or mathematical modeling in biology will benefit from this discussion.

sapiental
Messages
110
Reaction score
0

Homework Statement



1) Determine the qualitative properties of the One-Dimensional maps:

x_n+1 = f(x_n) = x_n * e^(r * (1 - x_n))

This function has been used by ecologists to study a population that is limited at high densities by the effect of epidemics. Although it is more complicated than the map we have been using, its advantage is that the population remains positive no matter what positive value is taken for the initial population.

2) There are no restrictions on the maximum value of r, but if r becomes sufficiently large, x eventually becomes effectively zero. What is the behavior of the time series of this function for r = 1.5, 2, 2.7. Does f(x) have a maximum?

Homework Equations



x_n+1 = f(x_n) = x_n * e^(r * (1 - x_n))

The Attempt at a Solution



1) I don't really understand the question.. Are there any websites about this equation that goes into more detail about each part of the equation? Thanks

2) If you increase the parameter r to a higher value, the time series will increase as well. I wouldn't say that f(x) has a maximum, rather a equilibrium value that it reaches.
 
Physics news on Phys.org
Oh, I was really confused looking at the equation at first. I take it that the equation looks like this:

[tex]x_{n+1}=f(x_n)=x_n e^{r(1-x_n)}[/tex]

1. Is there a question? Maybe it wants you to take the limits as r approaches infinity and zero, and as x_n approaches infinity and zero.

2. This is wrong, if r is sufficiently large x_n is not zero. You have to look at two different cases. If x_n is greater than 1 then you will have a decreasing function, which I think represents that your population has crossed some kind of epidemic threshold and is dying; if x_n equals 1 then your population is at some constant; and if x_n is less than 1 then your population isn't sick enough to die out and continues to grow. r doesn't really mean anything other than how fast your population will grow or die.

Having a max or min will depend on what I said above. I'll let you think about the implications of what I said and how that translates to maxes and mins.

As far as the equation, it looks like a logistics equation. Typically it can be derived through differential equations, this one is particularly easy because it is a first order, linear, constant coefficient diff eq. You can look it up if you really want, but you would have to take a detour to learn how to solve first order DEs (not hard, but ultimately will take time that is probably not worth one problem).
 
first order DE? I don't think this is a differential equation at all... rather, it is a recursion equation...unless if there is some way that you can transform this equation into a differential equation.
 

Similar threads

  • · Replies 6 ·
Replies
6
Views
3K
  • · Replies 21 ·
Replies
21
Views
2K
  • · Replies 13 ·
Replies
13
Views
3K
Replies
1
Views
2K
  • · Replies 25 ·
Replies
25
Views
4K
  • · Replies 1 ·
Replies
1
Views
3K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 3 ·
Replies
3
Views
3K
  • · Replies 1 ·
Replies
1
Views
2K