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The mean number of automobiles entering a mountain tunnel per two-minute period is one. An excessive number of cars entering the tunnel during a brief period of time produces a hazardous Exercises 137 situation. Find the probability that the number of autos entering the tunnel during a two-minute period exceeds three. Does the Poisson model seem reasonable for this problem?

User Exequielc
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1 Answer

5 votes

Answer:

A Poisson model seems reasonable for this problem, since we have the mean during the time interval.

There is a 1.9% probability that the number of autos entering the tunnel during a two-minute period exceeds three.

Explanation:

In a Poisson distribution, the probability that X represents the number of successes of a random variable is given by the following formula:


P(X = x)=(e^(-\mu)*\mu^(x))/((x)!)

In which

x is the number of sucesses

e = 2.71828 is the Euler number


\mu is the mean in the given time interval.

The mean number of automobiles entering a mountain tunnel per two-minute period is one.

This means that
\mu = 1.

For a Poisson model to be reasonable, we only need the mean during the time interval. So yes, a Poisson model seems reasonable for this problem.

Find the probability that the number of autos entering the tunnel during a two-minute period exceeds three.

We want to find
P(X>3)

Either this number is less or equal to 3, or it exceeds 3. The sum of the probabilities is decimal 1. So:


P(X \leq 3) + P(X > 3) = 1


P(X > 3) = 1 - P(X \leq 3)

In which


P(X \leq 3) = P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3)


P(X = x) = (e^(-\mu)*\mu^(x))/((x)!)


P(X = 0) = (e^(-1)*1^(0))/((0)!) = 0.3679


P(X = 1) = (e^(-1)*1^(1))/((1)!) = 0.3679


P(X = 2) = (e^(-1)*1^(2))/((2)!) = 0.1839


P(X = 3) = (e^(-1)*1^(3))/((3)!) = 0.0613

So


P(X \leq 3) = P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3) = 0.3679 + 0.3679 + 0.1839 + 0.0613 = 0.981

Finally


P(X > 3) = 1 - P(X \leq 3) = 1 - 0.981 = 0.019

There is a 1.9% probability that the number of autos entering the tunnel during a two-minute period exceeds three.

User Pmoule
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