Lesson
The theory — Logistic Growth with Harvesting
Logistic growth with constant-rate harvesting is the equation dN/dt = rN(1 − N/K) − H: a population that grows fastest when it is half full, minus a fixed number taken away every year regardless of how many are left. That last clause is the whole difficulty. The catch does not shrink when the stock does.
What each symbol means
r- the intrinsic growth rate: how fast the population grows when it is small and unconstrained.
K- the carrying capacity, where growth falls to zero.
H- the harvest — a number of individuals per unit time, not a percentage.
N₋, N₊- the two equilibria.
N₊is stable and is where a healthy stock settles;N₋is unstable and is the line below which the stock cannot recover.
Where the formula comes from
- An equilibrium is a population that does not change, so set
dN/dt = 0:rN(1 − N/K) = H. Growth on the left, catch on the right — the stock holds steady exactly when what it grows equals what you take. - The left side is a downward parabola in
N, zero atN = 0and atN = K, with its peak atN = K/2where growth isrK/4. So the equation is a horizontal line at heightHcutting a hill: two crossings, one, or none. - Solving gives
N± = (K/2)(1 ± √(1 − 4H/(rK))). The square root is real only whileH ≤ rK/4, which is where the maximum sustainable yield comes from — not as a policy choice but as the height above which the line clears the hill entirely. - The two roots are not equivalent. Just above
N₋the hill is higher than the line, so growth beats the catch and the stock climbs; just below it, the catch wins and the stock falls further, which makes the next year worse.N₋repels andN₊attracts. AsHrises the two move together and meet atK/2, and past that there is no crossing at all.
How to read what you see
The blue line is the population over time. The grey dashed line is the carrying capacity, the green dashed line the stable equilibrium the stock is heading for, and the red dotted line the collapse threshold. The red-shaded band beneath it is the region from which no recovery is possible at this catch — if the blue line starts in there, or is ever pushed into it, it reaches zero. When the catch passes the maximum sustainable yield both dashed lines disappear, because there is nothing left for the stock to settle at.
- Assumes
- One species with no age structure, no predators and no environment that varies from year to year. Growth is logistic, so the surplus depends on the current stock alone. And the catch is truly constant — it continues at the same absolute size no matter how few individuals remain, which is what makes extinction reachable in finite time rather than merely approached.
- Breaks when
- The unstable equilibrium is dangerous in a way this deterministic picture cannot show. A real stock fluctuates, and it only has to be pushed below
N₋once, by one bad recruitment year, for the model to send it to zero — even with the quota untouched. So the closer the catch sits to the maximum sustainable yield, the higherN₋climbs and the smaller the shock needed to cross it. Managing to the theoretical maximum is therefore not a slightly risky policy; it is the policy that makes the fatal shock smallest.
Problem solved in full
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Take only 10 from a fishery with maximum sustainable yield 50 5 steps
A fishery grows logistically with r = 0.4 and a carrying capacity of 500, and its maximum sustainable yield is 50. Take only 10 — a fifth of what the stock could bear — and find how close it still sits to collapse.
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The model is logistic growth minus a constant catch. Constant is the assumption doing the damage: the catch does not fall when the stock does.
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Setting the rate of change to zero gives a quadratic in N, so there are two equilibria rather than one. That is already the story — an unharvested logistic population has a single stable point at K, and adding a fixed catch splits it in two.
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With H = 10 the discriminant is 0.8 and the roots are 473.6 and 26.4. The upper one is stable: nudge the stock either way and it comes back. The lower one is not — it is an edge.
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The square root vanishes when H reaches rK/4 = 50. That is the maximum sustainable yield, and it is precisely where the two equilibria merge and annihilate: above it there is no equilibrium at all and the stock runs to zero from any starting size.
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Which reframes the lower root entirely. It is not a population, it is a safety margin — the amount of bad luck the fishery can absorb before the catch outruns regrowth.
Answer
The tool prints a stable stock of 473.607, a collapse threshold of 26.393 and an MSY of 50. Taking a fifth of the sustainable maximum still leaves a hard floor at about 5% of carrying capacity: fall below it once, for any reason, and the same modest catch drives the population to zero. Fishing at the MSY is worse than it sounds — there the two roots meet at 250, the safety margin is exactly zero, and the smallest overestimate of r or K puts you on the far side of a boundary that no longer exists. The preset starting at N₀ = 26 shows the whole trap: a legal, modest, genuinely sustainable catch, and a stock that dies anyway.
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Learning path
Growth with a limit
References (1)
- The paper that put maximum sustainable yield into fisheries management, and the model this tool integrates: M. B. Schaefer, "Some aspects of the dynamics of populations important to the management of the commercial marine fisheries", 1954 — reprinted in Bulletin of Mathematical Biology 53(1–2), 253–279, 1991.