Logistic Growth Model Analysis

00:00 10 marks

  • Exam Style - Paper 2
  • SL & HL
  • Tier 4
  • Logistic functions
  • Derivative tests
  • Equilibria

Consider a population whose growth is modeled by a logistic function. The differential equation for the population \(P\) is given by \(\frac{dP}{dt} = kP\left(1-\frac{P}{C}\right)\), where \(k\) is the intrinsic growth rate and \(C\) is the carrying capacity. Answer the following:

(a) Setup the logistic equation in this context and explain the ecological meaning of each parameter.

(b) Determine the sign of \(\frac{dP}{dt}\) by analyzing the factor \(1-\frac{P}{C}\) to ascertain the intervals where the function is increasing or decreasing. Specifically, discuss what happens when \(P \frac{C}{2}\).

(c) Based on the derivative analysis, identify the critical point that marks the transition in the behavior of \(P(t)\) and explain its significance in terms of population growth.

Part a

3 minutes 3 marks

Question

Setup the logistic equation \(\frac{dP}{dt} = kP\left(1-\frac{P}{C}\right)\) for the given population model. Explain the meaning of the parameters \(k\) and \(C\) in an ecological context.



Hint Hint

Hint

Remember that \(k\) represents the intrinsic growth rate and \(C\) the maximum sustainable population.

  • Answer Answer

Complete Answer

The logistic equation is \(\frac{dP}{dt} = kP\left(1-\frac{P}{C}\right)\), where \(k\) is the intrinsic growth rate indicating how rapidly the population increases, and \(C\) is the carrying capacity representing the maximum population the environment can sustain.

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Part b

3 minutes 3 marks

Question

Determine the sign of \(\frac{dP}{dt}\) for different intervals of \(P\) by analyzing the factor \(1-\frac{P}{C}\). In particular, explain what happens when \(P \frac{C}{2}\).



Hint Hint

Hint

Consider how the factor \(1-\frac{P}{C}\) changes as \(P\) increases.

  • Answer Answer

Complete Answer

The derivative \(\frac{dP}{dt}\) is positive when \(P < C\) (assuming \(P>0\) and \(k>0\)) indicating population growth. When \(P < \frac{C}{2}\), the growth rate is relatively high. When \(P > \frac{C}{2}\), the growth rate decreases, but the population is still increasing until \(P = C\).

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Part c

4 minutes 4 marks

Question

Based on your analysis, identify the critical point that marks the transition in the behavior of \(P(t)\) and explain its significance in terms of population dynamics.



Hint Hint

Hint

Think about the point at which the growth rate is maximized or where the acceleration changes.

  • Answer Answer

Complete Answer

The critical point for changing growth behavior is at \(P = \frac{C}{2}\). This inflection point of the logistic curve marks where population growth rate transitions from increasing to decreasing. Ecologically, it’s where density-dependent factors increasingly slow population growth as it nears carrying capacity.

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