Math 2.0

Biology and other natural sciences Example

Logistic equation

Builds on Initial value problemExponential growth and decay

Example

Let r>0r > 0 and K>0K > 0 be constants. The logistic equation is P′(t)=r P(t)(1−P(t)K).P'(t) = r\, P(t) \left(1 - \frac{P(t)}{K}\right). For an initial value P(0)=P0>0P(0) = P_0 > 0, its solution is P(t)=K1+(K−P0P0)e−rt,t≥0.P(t) = \frac{K}{1 + \left(\frac{K - P_0}{P_0}\right) e^{-r t}}, \qquad t \ge 0. With r=K=1r = K = 1, the function f(t)=1/(1+e−t)f(t) = 1 / \left(1 + e^{-t}\right) is the standard logistic function. It satisfies f′=f(1−f)f' = f(1 - f) and f(0)=1/2f(0) = 1/2.

Remarks

The constant functions P=0P = 0 and P=KP = K are the equilibrium points. For each P0>0P_0 > 0, P(t)→KP(t) \to K as t→∞t \to \infty. For small PP, the equation is close to P′=rPP' = r P, which is exponential growth. If 0<P0<K/20 < P_0 < K/2, the graph of PP is an S-shaped curve with its inflection point at the value P=K/2P = K/2. The equation is separable, and it is a Bernoulli equation with exponent 22.

Reading path

To understand this page from the ground up, read these 8 pages in order. The foundations come first.

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  1. Differential equation concept
  2. Function concept
  3. Interval concept
  4. Ordinary differential equation definition
  5. Solution of an ordinary differential equation definition
  6. Initial value problem definition
  7. Exponential growth and decay example
  8. Logistic equation example

Where this leads

8 pages build on this one.

Further reading

  1. Web https://en.wikipedia.org/wiki/Logistic_function, Logistic differential equation
  2. Web https://en.wikipedia.org/wiki/Logistic_function, In ecology: modeling population growth
About this page
Tag0CC4VC7KR3
URIm2://0CC4VC7KR3
Aliasesverhulst-equation
Kindexample
WritingW2 usable
MSC92D25
Instance ofSeparable equation, Bernoulli equation
UsesInitial value problem, Exponential growth and decay

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