Final Thoughts — Question 10

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Question 10

A population model in the original units is dPdt=15P(1−P/50),P(0)=10,\frac{dP}{dt}=\frac 15 P(1-P/50),\qquad P(0)=10, where tt is measured in days and 5050 has the same population units as PP. Define dimensionless variables τ=t/5,u(τ)=P(5τ)/50.\tau=t/5,\qquad u(\tau)=P(5\tau)/50. A candidate for a normalized model is u(τ)=11+4e−τ.u(\tau)=\frac 1{1+4e^{-\tau}}. Tasks

  1. Use the chain rule to derive the equation and initial value for uu.

  2. Verify the candidate in the normalized variables, then express the corresponding P(t)P(t) in the original variables.

  3. Find when the population first reaches 2525, giving both dimensionless time and time in days.

  4. Explain why changing units alters numerical slopes and time labels without producing a different physical prediction. Identify what would go wrong if the factor from t=5τt=5\tau were omitted in differentiation.

Original worksheet page 1: question and worked solution for 1-3-010
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Question 10 – Solution

Strategy. Transform both the dependent variable and time. The chain-rule factor is essential when comparing numerical rates in different units.

Step 1: Transform the IVP. Since u(τ)=P(5τ)/50u(\tau)=P(5\tau)/50, dudτ=550P′(5τ)=550⋅15(50u)(1−u)=u(1−u).\frac{du}{d\tau}=\frac 5{50}P'(5\tau) =\frac 5{50}\cdot\frac 15(50u)(1-u)=u(1-u). The initial value is u(0)=10/50=1/5u(0)=10/50=1/5. Hence u′=u(1−u),u(0)=1/5.\boxed{u'=u(1-u),\qquad u(0)=1/5.}

Step 2: Verify and return to original units. The supplied function satisfies u′=4e−τ(1+4e−τ)2=u(1−u),u(0)=1/5.u'=\frac{4e^{-\tau}}{(1+4e^{-\tau})^2}=u(1-u),\qquad u(0)=1/5. Substituting τ=t/5\tau=t/5 gives P(t)=501+4e−t/5.\boxed{P(t)=\frac{50}{1+4e^{-t/5}}.} As a direct check, P′=40e−t/5/(1+4e−t/5)2P'=40e^{-t/5}/(1+4e^{-t/5})^2 agrees with the original right-hand side and P(0)=10P(0)=10.

Step 3: First passage to half capacity. The candidate increases strictly and reaches P=25P=25 when u=1/2u=1/2. Therefore 1+4e−τ=2⇒τ=ln⁡4,t=5ln⁡4 days.1+4e^{-\tau}=2\quad\Longrightarrow\quad \boxed{\tau=\ln 4,\qquad t=5\ln 4\text{ days}.}

Step 4: Same prediction, different labels. One unit of τ\tau is five days, and one unit of uu is fifty population units. Omitting the factor 55 in du/dτ=(5/50)P′(5τ)du/d\tau=(5/50)P'(5\tau) would incorrectly give u′=u(1−u)/5u'=u(1-u)/5 and misrepresent the normalized time scale. A change of units must transform rates as well as values.

Original worksheet page 2: question and worked solution for 1-3-010

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