In: Statistics and Probability
The number of fires in a certain forest follows a Poisson process at a rate of 0.40 per week.
A) What is the probability that there are no more than 3 fires in a given week?
B) What is the the probability that the time between fires is at least 3 weeks?
Let X be the the number of fires in the forest. Then X~ Poi
( =0.40)
(a) We have to calculate the probability that there are no more than 3 fires in a given week, i.e we have to calculate probability
P (X <=3) = P (X=0) + P(X=1) + P (X=2) + P(X=3) where X~ Poi
( =0.40). the pdf
for X is given by
P (X=k) =
where
=0.40, hence
putting k=0,1,2,3 and adding these values we get
P (X<=3) = 0.6703+0.2681+0.0536+0.00715 = 0.9992
(b) The waiting times between fires follow exponential process
with parameter (by properties
of poisson process).
Thus if Y is the waiting times between fires, then Y~
exponential( =0.40) and pdf
of Y is given by
f(Y,) =
, y > 0. We have to calculate the probability that the time
between fires is at least 3 weeks i.e
P (Y>=3) = =
e-1.2 = 0.3012 (We have used the result that for an
exponential distribution with parameter k
P (Y >=k) = e-
)
Hence the probability that there are no more than 3 fires in a given week = 0.9992
and the probability that the time between fires is at least 3 weeks = 0.3012