Math Problem Statement

Question content area top Part 1 Assume that the Poisson distribution applies and that the mean number of hurricanes in a certain area is 5.6 per year. a. Find the probability​ that, in a​ year, there will be 3 hurricanes.

Solution

Given that the number of hurricanes follows a Poisson distribution with a mean (λ\lambda) of 5.6 hurricanes per year, we are asked to find the probability that there will be 3 hurricanes in a given year.

The Poisson probability mass function (PMF) is given by:

P(X=k)=λkeλk!P(X = k) = \frac{\lambda^k e^{-\lambda}}{k!}

where:

  • λ=5.6\lambda = 5.6 (the mean number of hurricanes per year),
  • k=3k = 3 (the desired number of hurricanes),
  • ee is Euler's number (approximately 2.71828).

Step-by-step Solution:

  1. Substitute the values λ=5.6\lambda = 5.6 and k=3k = 3 into the Poisson formula:

P(X=3)=5.63e5.63!P(X = 3) = \frac{5.6^3 e^{-5.6}}{3!}

  1. Calculate 5.635.6^3:

5.63=175.6165.6^3 = 175.616

  1. Compute e5.6e^{-5.6}:

e5.60.003698e^{-5.6} \approx 0.003698

  1. Find 3!3! (factorial of 3):

3!=3×2×1=63! = 3 \times 2 \times 1 = 6

  1. Now, plug everything into the formula:

P(X=3)=175.616×0.00369860.649160.1082P(X = 3) = \frac{175.616 \times 0.003698}{6} \approx \frac{0.6491}{6} \approx 0.1082

Final Answer:

The probability that there will be exactly 3 hurricanes in a year is approximately 0.1082.


Would you like further details on this, or have any additional questions?

Here are 5 related questions:

  1. How would the probability change if we wanted to know the chance of 4 hurricanes?
  2. What is the cumulative probability of having fewer than 3 hurricanes in a year?
  3. How can we use the Poisson distribution to model events other than hurricanes?
  4. If the mean number of hurricanes changed to 6 per year, how would that affect the probability of having exactly 3 hurricanes?
  5. How would you use the Poisson distribution to calculate the probability of no hurricanes in a year?

Tip: When calculating probabilities with Poisson distribution, the mean λ\lambda plays a key role in determining how spread out the possible values are around this mean.

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Math Problem Analysis

Mathematical Concepts

Probability
Poisson Distribution

Formulas

Poisson Probability Mass Function: P(X = k) = (λ^k * e^(-λ)) / k!

Theorems

Poisson Distribution Theorem

Suitable Grade Level

Grades 11-12