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Showing posts with label Lotka-Volterra equations. Show all posts
Showing posts with label Lotka-Volterra equations. Show all posts

Sunday, 10 June 2012

Universality of the Lotka-Volterra equations

If humankind were to discover a planet that harbours water, and if, by some provenance, the same unicellular organisms that were the precursors to Earth-bound evolution were to be introduced into this environment...

  1. Would the significant differences between our evolutionary pattern and their evolutionary pattern be equivalent in any measure to the significant differences between our environment and theirs? (akin to linguistic relativity; see Whorf-Sapir hypothesis) How might we measure these differences?

  2. How would the second-degree Kolmogorov model predator/prey population functions change? (Lotka-Volterra equations)

  3. Will the timeframe for "onset" of intelligence be determinable? Will intelligence manifest itself again at all? (Naturalism)

  4. Will the Earthborn megapode be able to recognize the "alien" megapode (or vice versa)? (Vitalism)

  5. Will evolutionary parameters in similar environments be similar, or will small changes in the evolution of genetic components manifest as large deviations in the final morphology?

Wednesday, 28 December 2011

Solutions to the Lotka-Volterra equations

The Lotka-Volterra equations are a pair of first-order, non-linear differential equations that are used to describe the dynamics of any biological system where there are interactions between predator and prey populations. They constitute an example of the more-generic Kolmogorov model.

[caption id="attachment_21073" align="aligncenter" width="301" caption="Variation of population of predator w.r.t. change in population of prey: 'x' is the number of predators and 'y' is the number of their prey."][/caption]

[caption id="attachment_21084" align="aligncenter" width="600" caption="As the number of prey (y) decreases, the number of predators (x) increases marginally, but after a point, a self-regulating mechanism kicks in, and the number of hunters grows tremendously with smaller increases in the number of prey. This is because the quantity of food available per hunter goes up, lifting with it the population of hunters."][/caption]

[caption id="attachment_21075" align="aligncenter" width="285" caption="Variation of number of prey w.r.t. number of predators"][/caption]

[caption id="attachment_21076" align="aligncenter" width="600" caption="As the number of prey (y) increases, so does the number of predators (x), but after a point, a self-regulating mechanism kicks in, and the number of hunters comes down as well even though there is an increase in the amount of game available."][/caption]

Note that, if superimposed, the blue curve will lead the red curve, implying that the predator population changes faster than the prey population.

Solved using the Wolfram Mathematica.