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Differential Equations

6.3 Separation of Variables and the Logistic Equation

Focus on separation of variables, logistic equilibria, fastest logistic growth.

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Ideas in this lesson

Idea 1 of 3

Separation of variables

Move yy-dependent factors to dydy and xx-dependent factors to dxdx, integrate, and use the initial condition. Check for lost equilibrium solutions.

Worked example 1

Solve y′=2xy,y(0)=1y' = 2xy, y(0) = 1. Find y(1)y(1).
  1. dyy=2xdx\dfrac{dy}{y} = 2x dx
  2. ln⁡y=2x22+C\ln y = \dfrac{2x^{2}}{2} + C; y(0)=1  ⟹  C=0y(0) = 1 \implies C = 0
  3. y=e2x22y = e^{\dfrac{2x^{2}}{2}}
  4. y(1)=e≈2.72y(1) = e \approx 2.72

Answer: e≈2.72e \approx 2.72

Worked example 2

Solve y′=3xy,y(0)=1y' = 3xy, y(0) = 1. Find ln⁡y(2)\ln y(2).
  1. dyy=3xdx\dfrac{dy}{y} = 3x dx
  2. ln⁡y=3x22+C\ln y = \dfrac{3x^{2}}{2} + C; y(0)=1  ⟹  C=0y(0) = 1 \implies C = 0
  3. y=e3x22y = e^{\dfrac{3x^{2}}{2}}
  4. ln⁡y(2)=3(2)22=6\ln y(2) = \dfrac{3(2)^{2}}{2} = 6

Answer: 66

Idea 2 of 3

Logistic equilibria

In P′=P' = rP (1−PK)(1 - \frac{P}{K}), zero and KK are equilibria; KK is the carrying capacity for the standard growth model.

Worked example 1

A population obeys P′=0.1P(1−P200)P' = 0.1P(1 - \dfrac{P}{200}). Find its positive equilibrium.
  1. P′=0.1P(1−P200)=0  ⟹  P=0,200P' = 0.1P(1 - \dfrac{P}{200}) = 0 \implies P = 0, 200
  2. dP′dP=0.1(1−2P200)=0  ⟹  P=100\dfrac{dP'}{dP} = 0.1(1 - \dfrac{2P}{200}) = 0 \implies P = 100
  3. Positive equilibrium =200= 200

Answer: 200200

Worked example 2

A population obeys P′=0.2P(1−P300)P' = 0.2P(1 - \dfrac{P}{300}). Find the population where growth is fastest.
  1. P′=0.2P(1−P300)=0  ⟹  P=0,300P' = 0.2P(1 - \dfrac{P}{300}) = 0 \implies P = 0, 300
  2. dP′dP=0.2(1−2P300)=0  ⟹  P=150\dfrac{dP'}{dP} = 0.2(1 - \dfrac{2P}{300}) = 0 \implies P = 150
  3. Population for fastest growth =150= 150

Answer: 150150

Idea 3 of 3

Fastest logistic growth

The rate is a concave-down quadratic in PP. Its maximum occurs at half the carrying capacity.

Worked example 1

A population obeys P′=0.1P(1−P200)P' = 0.1P(1 - \dfrac{P}{200}). Find its positive equilibrium.
  1. P′=0.1P(1−P200)=0  ⟹  P=0,200P' = 0.1P(1 - \dfrac{P}{200}) = 0 \implies P = 0, 200
  2. dP′dP=0.1(1−2P200)=0  ⟹  P=100\dfrac{dP'}{dP} = 0.1(1 - \dfrac{2P}{200}) = 0 \implies P = 100
  3. Positive equilibrium =200= 200

Answer: 200200

Worked example 2

A population obeys P′=0.2P(1−P300)P' = 0.2P(1 - \dfrac{P}{300}). Find the population where growth is fastest.
  1. P′=0.2P(1−P300)=0  ⟹  P=0,300P' = 0.2P(1 - \dfrac{P}{300}) = 0 \implies P = 0, 300
  2. dP′dP=0.2(1−2P300)=0  ⟹  P=150\dfrac{dP'}{dP} = 0.2(1 - \dfrac{2P}{300}) = 0 \implies P = 150
  3. Population for fastest growth =150= 150

Answer: 150150

Resource alignment: Larson & Edwards, Calculus of a Single Variable, Tenth Edition, §6.3,p6.3, p. 415415. Explanations, diagrams and numerical practice variants are original MathLab content aligned to this section.