The equation takes a certain form and is used in many models, including the spread of diseases, discussed here. It is based on two assumptions
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Since each infected person is capable of passing on the disease, the rate of spread of the disease is proportional to the infected population
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Since the disease may only be transmitted to uninfected people, the rate of spread of the disease is proportional to the number of uninfected peoplewhere P is the total population.
Hence the rate of spread of the disease is proportional to the product of these two:
We separate the variables to obtainand then separate into partial fractions.
Multiply by x(P-x), clearing all the fractions, to obtain
hence We integrate:
The general solution of the logistic equation is given by t={k over P}ln({x over {P-x}) +C. This equation will give the time for any know population x. We can rearrange it to make x the subject:
We remove the ln by exponentiating both sides:
Now clear the fraction by multiplying by P-x to obtain
Now divide by
The final, possibly unnecessary step is to multiply numerator and denominator byto give