Why does the population go to extinction if the solution is real?

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Discussion Overview

The discussion revolves around a mathematical model of a population subjected to predation, represented by a difference equation. Participants explore the conditions under which the population may go extinct, particularly focusing on the implications of the parameters \(a\) and \(b\) in the model, and the nature of the equilibria derived from the equation.

Discussion Character

  • Technical explanation
  • Mathematical reasoning
  • Debate/contested

Main Points Raised

  • Some participants present the difference equation and derive the steady states, noting that extinction can occur if \(a^2 > 4b^2\) and the population falls below a critical size.
  • Others discuss the recursive relation and identify fixed points, indicating that if the initial population is below a certain threshold, it will converge to extinction.
  • A participant questions the reasoning behind the extinction despite the existence of a real solution, suggesting that the population could decrease to zero rather than stabilize at a non-zero value.
  • Another participant proposes examining the ratio \(\frac{u_{t+1}}{u_t}\) to determine if the sequence is decreasing, which could lead to extinction, but expresses uncertainty about the justification for reaching zero.
  • Concerns are raised about the interpretation of the critical extinction point when the only steady state is zero, leading to confusion about the implications of the model.

Areas of Agreement / Disagreement

Participants express differing views on the implications of the model's parameters and the conditions for extinction. While some agree on the mathematical derivations, others challenge the interpretations and the existence of a critical extinction point, indicating that the discussion remains unresolved.

Contextual Notes

There are limitations regarding the assumptions made about the initial population size and the definitions of the steady states. The discussion also highlights unresolved mathematical steps related to the inequalities derived from the recursive relation.

Dustinsfl
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The population of a certain species subjected to a specific kind of predation is modeled
by the difference equation

$$
u_{t+1}=\frac{au_t^2}{b^2+u_t^2}, \quad a>0.
$$

Determine the equilibria and show that if $a^2 > 4b^2$ it is possible for the populationto be driven to extinction if it becomes less than a critical size which you should find.

So the steady states are

$u_*=0$

$u_*=\frac{a\pm\sqrt{a^2-4b^2}}{2}$

So why if the solution is real, does the population go to extinction?
 
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dwsmith said:
The population of a certain species subjected to a specific kind of predation is modeled
by the difference equation

$$
u_{t+1}=\frac{au_t^2}{b^2+u_t^2}, \quad a>0.
$$

Determine the equilibria and show that if $a^2 > 4b^2$ it is possible for the populationto be driven to extinction if it becomes less than a critical size which you should find.

So the steady states are

$u_*=0$

$u_*=\frac{a\pm\sqrt{a^2-4b^2}}{2}$

So why if the solution is real, does the population go to extinction?

The recursive relation can be written in the form...

$\displaystyle \Delta_{n}=u_{n+1}-u_{n}= - \frac{b^{2}\ u_{n} - a\ u^{2}_{n} - u^{3}_{n}}{b^{2}+u^{2}_{n}}= f(u_{n})\ ,\ a>0$ (1)

Under the hypothesis that is $a^{2}>4\ b^{2}$ and that is $u_{n} \ge 0\ \forall n$ the function f(x) has two 'attractive fixed points' in $x_{0}=0$ and $\displaystyle x_{+}= \frac{a+ \sqrt{a^{2}-4 b^{2}}}{2}$ and a 'repulsive fixed point' in $\displaystyle x_{-}= \frac{a- \sqrt{a^{2}-4 b^{2}}}{2}$. The solution of (1) depends from the 'initial state' $u_{0}$ and precisely...

a) if $0 \le u_{0} < x_{-}$ the sequence has limit $x_{0}=0$...

b) if $u_{0}=x_{-}$ the sequence has limit $x_{-}$...

c) if $u_{0}>x_{-}$ the sequence has limit $x_{+}$...

Kind regards

$\chi$ $\sigma$
 
chisigma said:
The recursive relation can be written in the form...

$\displaystyle \Delta_{n}=u_{n+1}-u_{n}= - \frac{b^{2}\ u_{n} - a\ u^{2}_{n} - u^{3}_{n}}{b^{2}+u^{2}_{n}}= f(u_{n})\ ,\ a>0$ (1)

Under the hypothesis that is $a^{2}>4\ b^{2}$ and that is $u_{n} \ge 0\ \forall n$ the function f(x) has two 'attractive fixed points' in $x_{0}=0$ and $\displaystyle x_{+}= \frac{a+ \sqrt{a^{2}-4 b^{2}}}{2}$ and a 'repulsive fixed point' in $\displaystyle x_{-}= \frac{a- \sqrt{a^{2}-4 b^{2}}}{2}$. The solution of (1) depends from the 'initial state' $u_{0}$ and precisely...

a) if $0 \le u_{0} < x_{-}$ the sequence has limit $x_{0}=0$...

b) if $u_{0}=x_{-}$ the sequence has limit $x_{-}$...

c) if $u_{0}>x_{-}$ the sequence has limit $x_{+}$...

Kind regards

$\chi$ $\sigma$

Unfortunately, I just don't understand what you are doing to help in this post (or the others). I am not saying you aren't helping. I just don't understand your procedures and methods.
 
dwsmith said:
Unfortunately, I just don't understand what you are doing to help in this post (or the others). I am not saying you aren't helping. I just don't understand your procedures and methods.

On MHF I wrote a tutorial section where the general procedure for solving this type of recursive relations was illustrated ... 'unfortunately' MHF collapsed and now, with the approval of Administrators, I can try to rewrite the same tutorial section on MHB...

Kind regards

$\chi$ $\sigma$
 
dwsmith said:
The population of a certain species subjected to a specific kind of predation is modeled
by the difference equation

$$
u_{t+1}=\frac{au_t^2}{b^2+u_t^2}, \quad a>0.
$$

Determine the equilibria and show that if $a^2 > 4b^2$ it is possible for the populationto be driven to extinction if it becomes less than a critical size which you should find.

So the steady states are

$u_*=0$

$u_*=\frac{a\pm\sqrt{a^2-4b^2}}{2}$

So why if the solution is real, does the population go to extinction?

Consider:

\[ \frac{u_{t+1}}{u_t}=\frac{au_t}{b^2+u_t^2}\]

\( \{u_t\} \) is a decreasing sequence if the above is less than \(1\). So solve:

\[ \frac{au_t}{b^2+u_t^2}<1\]

and the result will follow (you will need to justify it going to zero rather than decreasing to a non-zero limit but that is easily done).

CB
 
CaptainBlack said:
Consider:

\[ \frac{u_{t+1}}{u_t}=\frac{au_t}{b^2+u_t^2}\]

\( \{u_t\} \) is a decreasing sequence if the above is less than \(1\). So solve:

\[ \frac{au_t}{b^2+u_t^2}<1\]

and the result will follow (you will need to justify it going to zero rather than decreasing to a non-zero limit but that is easily done).

CB

I am not sure how or why the result follows? That leads me to the same quadratic to solve but with an inequality.

From the cob web plot, I see there is only the zero steady state when a^2<4b^2

How could there be a critical extinction point if the only steady state is 0?
 
Last edited:

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