142. In some systems, a customer is allocated to one of two service facilities. If the service...
Question:
142. In some systems, a customer is allocated to one of two service facilities. If the service time for a customer served by facility i has an exponential distribution with parameter li (i 1, 2) and p is the proportion of all customers served by facility 1, f 1x2 1.1 2e.20x0 q x q then the pdf of X the service time of a randomly selected customer is This is often called the hyperexponential or mixed exponential distribution. This distribution is also proposed as a model for rainfall amount in “Modeling Monsoon Affected Rainfall of Pakistan by Point Processes” (J. Water Resources Planning Manag., 1992: 671– 688).
a. Verify that f (x; l1, l2, p) is indeed a pdf.
b. What is the cdf F(x; l1, l2, p)?
c. If X has f (x; l1, l2, p) as its pdf, what is E(X)?
d. Using the fact that E(X2) 2/l2 when X has an exponential distribution with parameter l, compute E(X2) when X has pdf f (x; l1, l2, p).
Then compute V(X).
e. The coefficient of variation of a random variable
(or distribution) is CV s/m. What is CV for an exponential rv? What can you say about the value of CV when X has a hyperexponential distribution?
f. What is CV for an Erlang distribution with parameters l and n as defined in Exercise 76?
(Note: In applied work, the sample CV is used to decide which of the three distributions might be appropriate.)
Step by Step Answer:
Modern Mathematical Statistics With Applications
ISBN: 9780534404734
1st Edition
Authors: Jay L Devore