Mistake Master

Logistic Models with Differential Equations BC only

The logistic equation appears as $\frac{dP}{dt} = kP\left(1 - \frac{P}{M}\right)$ or as $\frac{dP}{dt} = kP(M - P)$, and the reliable way to read the carrying capacity off either is to set the right side to zero: the equilibria are $P = 0$, which repels, and $P = M$, which attracts. Two facts then follow with no solving. Every solution with $P(0) > 0$ approaches $M$, from below or from above; and the rate, being a downward parabola in $P$ with zeros at $0$ and $M$, is largest at $P = \frac{M}{2}$, where the solution curve inflects.

Growth is SLOWEST near the carrying capacity, not fastest, and the population never reaches $M$ in finite time. Solving needs the partial fractions of Topic 6.12: $\frac{1}{P(M - P)} = \frac{1}{M}\left(\frac{1}{P} + \frac{1}{M - P}\right)$, which integrates to logarithms and rearranges to $P = \frac{M}{1 + Ae^{-kt}}$ with $A = \frac{M - P_{0}}{P_{0}}$. That constant is the ratio of the room left to the amount present, not $\frac{M}{P_{0}}$, and substituting $t = 0$ checks it in one line.

dP/dt = 0.3P(1 − P/850) WITH P(0) = 100 M = 850 P = M/2 INFLECTION AT P = 425 GROWTH IS FASTEST HERE 0 15 30 CONCAVE UP BELOW 425, CONCAVE DOWN ABOVE IT, NEVER REACHING 850.
Drawn to scale at $13.7$ px per unit of time across and $0.2$ px per individual up. The marked point is where the curve crosses $P = 425$, at $t = \frac{\ln 7.5}{0.3} \approx 6.72$, and it is both the fastest growth and the inflection point.
TWO FORMS, AND WHAT TO READ OFF EITHER dP/dt = kP(1 − P/M) M IS WRITTEN IN DIRECTLY dP/dt = kP(M − P) SAME M, A DIFFERENT k SET THE RIGHT SIDE TO 0 P = 0 AND P = M, ALWAYS LONG-RUN VALUE M, FROM ABOVE OR BELOW FASTEST GROWTH AT P = M/2, NOT AT M INFLECTION POINT AT THE SAME PLACE, M/2 SOLVING NEEDS PARTIAL FRACTIONS FROM 6.12, AND THESE THREE DO NOT. GROWTH IS SLOWEST NEAR M. THE SECOND FACTOR IS NEARLY ZERO THERE.
The first three rows are how to find $M$; the last three are what it buys you. Everything above the second rule can be answered on an exam without integrating anything.

The work

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Lesson
Logistic Models with Differential Equations

Reads the carrying capacity off both standard forms by finding the equilibria, establishes that every positive solution approaches it and that growth peaks at half of it where the curve inflects, then solves the equation with the partial fractions of Topic 6.12 and assembles the constant from the room left over the amount present.

Skill check · 10 scenarios
Diagnostic
10-item topic check

Ten items on logistic models: identifying the carrying capacity from either form, locating the fastest growth at half capacity rather than at the ceiling, reading long-run behaviour from above and below, and assembling the solved form and its constant correctly.

Not yet available · 10 items
Targeted Practice
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Pick one of the failure modes you missed and drill it on its own. The round is adaptive: two correct in a row clears the misconception and moves you to the next.

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