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Lotka–Volterra equations

Lotka–Volterra equations is a mathematics topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Lotka–Volterra equations rather than just read about it. In short: The Lotka–Volterra equations, also known as the Lotka–Volterra predator–prey model, are a pair of first-order nonlinear differential equations, frequently used to describe the dynamics of biological systems in which two species interact, one as a predator and the other as prey. The populations change through time according to the pair of equations: d x d t = α x − β x y , d y d t = − γ y + δ x y , {\displaystyle {\b…

Lotka–Volterra equations — main illustration
Lotka–Volterra equations — illustration

Key takeaways

  • Lotka–Volterra equations belongs to mathematics; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Lotka–Volterra equations to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Lotka–Volterra equations from memory before moving on to harder problems.

Reference excerpt

The Lotka–Volterra equations, also known as the Lotka–Volterra predator–prey model, are a pair of first-order nonlinear differential equations, frequently used to describe the dynamics of biological systems in which two species interact, one as a predator and the other as prey. The populations change through time according to the pair of equations:

d x d t = α x − β x y , d y d t = − γ y + δ x y , {\displaystyle {\begin{aligned}{\frac {dx}{dt}}&=\alpha x-\beta xy,\\{\frac {dy}{dt}}&=-\gamma y+\delta xy,\end{aligned}}}

where

the variable x is the population density of prey (for example, the number of rabbits per square kilometre); the variable y is the population density of some predator (for example, the number of foxes per square kilometre);

d y d t {\displaystyle {\tfrac {dy}{dt}}} and d x d t {\displaystyle {\tfrac {dx}{dt}}} represent the instantaneous growth rates of the two populations; t represents time; The prey's parameters, α and β, describe, respectively, the maximum prey per capita growth rate, and the effect of the presence of predators on the prey death rate. The predator's parameters, γ, δ, respectively describe the predator's per capita death rate, and the effect of the presence of prey on the predator's growth rate. All parameters are positive and real. The solution of the differential equations is deterministic and continuous. This, in turn, implies that the generations of both the predator and prey are continually overlapping. The Lotka–Volterra system of equations is an example of a Kolmogorov population model (not to be confused with the better known Kolmogorov equations), which is a more general framework that can model the dynamics of ecological systems with predator–prey interactions, competition, disease, and mutualism.

Biological interpretation and model assumptions The prey are assumed to have an unlimited food supply and to reproduce exponentially, unless subject to predation; this exponential growth is represented in the equation above by the term αx. The rate of predation on the prey is assumed to be proportional to the rate at which the predators and the prey meet; this is represented above by βxy. If either x or y is zero, then there can be no predation. With these two terms the prey equation above can be interpreted as follows: the rate of change of the prey's population is given by its own growth rate minus the rate at which it is preyed upon. The term δxy represents the growth of the predator population. (Note the similarity to the predation rate; however, a different constant is used, as the rate at which the predator population grows is not necessarily equal to the rate at which it consumes the prey). The term γy represents the loss rate of the predators due to either natural death or emigration; it leads to an exponential decay in the absence of prey. Hence the equation expresses that the rate of change of the predator's population depends upon the rate at which it consumes prey, minus its intrinsic death rate. The Lotka–Volterra predator-prey model makes a number of assumptions about the environment and biology of the predator and prey populations:

The prey population finds ample food at all times. The food supply of the predator population depends entirely on the size of the prey population. The rate of change of population is proportional to its size. During the process, the environment does not change in favour of one species, and genetic adaptation is inconsequential. Predators have limitless appetite. Both populations can be described by a single variable. This amounts to assuming that the populations do not have a spatial or age distribution that contributes to the dynamics.

Biological relevance of the model

… excerpt ends here. Continue reading the full article.

Illustrations

Lotka–Volterra equations: Prey and predator populations over time
Prey and predator populations over time
Lotka–Volterra equations: Population dynamics for rabbit and fox problem mentioned aside.
Population dynamics for rabbit and fox problem mentioned aside.
Lotka–Volterra equations: Phase-space plot for the predator prey problem for various initial conditions of the predator population.
Phase-space plot for the predator prey problem for various initial conditions of the predator population.
Lotka–Volterra equations illustration

Worked examples

Example 1 — a first encounter with Lotka–Volterra equations

Start with the simplest possible case. Write down what Lotka–Volterra equations claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In mathematics, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Lotka–Volterra equations before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Lotka–Volterra equations ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Lotka–Volterra equations

In research
Lotka–Volterra equations appears in mathematics research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Lotka–Volterra equations in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Lotka–Volterra equations is common in secondary-school and first-year university syllabi. It links to neighbouring topics Community ecology, Fixed points (mathematics), Mathematical modeling, so understanding it makes those chapters shorter.
In everyday life
Look for Lotka–Volterra equations outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.

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How to study Lotka–Volterra equations in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Lotka–Volterra equations means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Lotka–Volterra equations out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Lotka–Volterra equations in simple terms?

The Lotka–Volterra equations, also known as the Lotka–Volterra predator–prey model, are a pair of first-order nonlinear differential equations, frequently used to describe the dynamics of biological systems in which two species interact, one as a predator and the other as prey. The populations chan…

Why does Lotka–Volterra equations matter?

Because it connects several mathematics ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Lotka–Volterra equations?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Lotka–Volterra equations.

Tags

  • Community ecology
  • Fixed points (mathematics)
  • Mathematical modeling
  • Ordinary differential equations
  • Population ecology
  • Population models
  • Predation

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