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question 10 the number of magnitude 5 or larger earthquakes in alaska f…

Question

question 10
the number of magnitude 5 or larger earthquakes in alaska follow a poisson distribution with an average of 19 earthquakes per year. round your answers to four decimals. in the following questions assume we are only talking about the magnitude 5 or larger earthquakes and the earthquakes are independent of one another. round answers to at least 4 decimal places.
a) find the probability of exactly 24 earthquakes in a particular year.
b) find the probability of exactly one earthquake in one month.
c) find the probability that there are no earthquakes in a month.
d) find the probability that there are two earthquakes in a 1 - month period.

Explanation:

Step1: Recall Poisson - distribution formula

The Poisson - distribution formula is $P(X = k)=\frac{\lambda^{k}e^{-\lambda}}{k!}$, where $X$ is the random variable representing the number of events, $k$ is the actual number of events that occur, $\lambda$ is the average number of events in the given time interval, and $e\approx2.71828$.

Step2: Calculate $\lambda$ for part a

Given that the average number of earthquakes per year is $\lambda_{year}=19$. For part a, we want to find the probability of $k = 24$ earthquakes in a year.
$P(X = 24)=\frac{19^{24}e^{- 19}}{24!}$
$19^{24}=1.9018\times10^{30}$, $e^{-19}\approx4.0762\times10^{-9}$, $24! = 6.204484017\times10^{23}$
$P(X = 24)=\frac{1.9018\times10^{30}\times4.0762\times10^{-9}}{6.204484017\times10^{23}}\approx0.0397$

Step3: Calculate $\lambda$ for part b - d

The average number of earthquakes per year is $\lambda_{year}=19$. So the average number of earthquakes per month is $\lambda_{month}=\frac{19}{12}\approx1.5833$.

Step4: Calculate probability for part b

For $k = 1$ earthquake in a month, using the Poisson - distribution formula $P(X = 1)=\frac{(1.5833)^{1}e^{-1.5833}}{1!}$
$(1.5833)^{1}=1.5833$, $e^{-1.5833}\approx0.2059$
$P(X = 1)=1.5833\times0.2059\approx0.3260$

Step5: Calculate probability for part c

For $k = 0$ earthquake in a month, using the Poisson - distribution formula $P(X = 0)=\frac{(1.5833)^{0}e^{-1.5833}}{0!}$
Since $(1.5833)^{0}=1$ and $0! = 1$, $P(X = 0)=e^{-1.5833}\approx0.2059$

Step6: Calculate probability for part d

For $k = 2$ earthquakes in a month, using the Poisson - distribution formula $P(X = 2)=\frac{(1.5833)^{2}e^{-1.5833}}{2!}$
$(1.5833)^{2}=2.5068$, $e^{-1.5833}\approx0.2059$, $2! = 2$
$P(X = 2)=\frac{2.5068\times0.2059}{2}\approx0.2599$

Answer:

a) $0.0397$
b) $0.3260$
c) $0.2059$
d) $0.2599$