AP Calculus BC glossary

Logistic differential equation

Also called: Logistic equation

The logistic differential equation, dP/dt = kP times the quantity 1 minus P over L, has two equilibrium solutions: P = 0 and P = L. Their signs settle the rest. A population below L rises toward it, one above L falls toward it, and no solution curve ever crosses L. See logistic growth for the model itself.

dPdt=kP(1PL)\frac{dP}{dt}=kP\left(1-\frac{P}{L}\right)

For the model itself and its S-shaped solution curve, see the logistic growth page; what follows is the phase line. Setting dP/dt=0dP/dt=0 gives the equilibrium solutions P=0P=0 and P=LP=L. For 0<P<L0<P<L both factors are positive, so dP/dt>0dP/dt>0 and PP climbs; for P>LP>L the bracket turns negative, so dP/dt<0dP/dt<0 and PP falls. Both arrows point at LL, which makes P=LP=L stable and P=0P=0 unstable. Since P=LP=L is itself a solution and two solutions of this equation cannot meet, no curve crosses the capacity: a population below it stays below, and one above it stays above.

d2Pdt2=ddt[k(PP2L)]=k(12PL)dPdt\frac{d^2P}{dt^2}=\frac{d}{dt}\left[k\left(P-\frac{P^2}{L}\right)\right]=k\left(1-\frac{2P}{L}\right)\frac{dP}{dt}

That product controls the concavity. For a start below the carrying capacity the solution curve is S-shaped and its inflection point is exactly where P=L/2P=L/2, since 12P/L1-2P/L changes sign there while dP/dtdP/dt does not. A population starting above LL decreases to LL with no inflection point at all: dP/dtdP/dt and 12P/L1-2P/L are then both negative, so the second derivative stays positive and the curve is concave up the whole way down. With k=0.04k=0.04, L=500L=500 and P(0)=600P(0)=600 it starts at 0.2690.269 and shrinks toward zero without changing sign.

The mistake

Treating P=0P=0 and P=LP=L as the same kind of equilibrium. Both make dP/dtdP/dt zero, but a population nudged off P=0P=0 runs away from it while one nudged off P=LP=L comes back, so P=0P=0 is unstable and P=LP=L is stable. Only P=LP=L shows up as the horizontal asymptote of the solution curves.

Appears in: Unit 7: Differential Equations