How Do You Solve and Apply the Logistic Growth Model?

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The discussion focuses on solving the logistic growth model represented by the equation dp/dt = kp(1 - p/N), where p denotes population, t is time, k is the growth coefficient, and N is the carrying capacity. The user successfully manipulated the equation using partial fractions and integration, ultimately deriving the explicit solution p = (ANe^(kt))/(1 + Ae^(kt)). However, they sought clarification on the integration process and the estimation of parameters N and k from empirical population data.

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  • Understanding of differential equations, specifically logistic growth models.
  • Familiarity with integration techniques, including partial fractions.
  • Knowledge of population dynamics and parameters such as carrying capacity and growth coefficients.
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drdizzard
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Given logistics growth model dp/dt=kp(1-p/N)
p=population
t=time
k=unknown growth coefficient (constant)
N=unknown carrying capacity (constant)
1) Solve for p explicitly
2) Given collected population data for a given state approximate N and k for that state.


This is what I did:
dp/(p(1-p/N))=kdt

Using partial fractions I got (1/p + 1/(N-p))dp=kdt

Integrating both sides gave ln(p)+ln(N-p)=kt+c

pN-p^2=e^(kt+c) or pN-p^2=Ae^kt

I am pretty certain I did all of this right but not quite sure, can this be further manipulated to give an explicit solution with only p on one side of the equation

I'm not quite sure how to do the second part and would appreciate any suggestions that would lead in the right direction as to how to go about it.
 
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drdizzard said:
Given logistics growth model dp/dt=kp(1-p/N)
p=population
t=time
k=unknown growth coefficient (constant)
N=unknown carrying capacity (constant)
1) Solve for p explicitly
2) Given collected population data for a given state approximate N and k for that state.


This is what I did:
dp/(p(1-p/N))=kdt

Using partial fractions I got (1/p + 1/(N-p))dp=kdt

Integrating both sides gave ln(p)+ln(N-p)=kt+c
No, you've integrated incorrectly. Let u= N-p in the second term and du= -dp.

pN-p^2=e^(kt+c) or pN-p^2=Ae^kt

I am pretty certain I did all of this right but not quite sure, can this be further manipulated to give an explicit solution with only p on one side of the equation

I'm not quite sure how to do the second part and would appreciate any suggestions that would lead in the right direction as to how to go about it.
 
thanks for checking my work, after working it through again I got:

p=(ANe^kt)/(1+Ae^kt)
 

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