In: Statistics and Probability
Pete's Market is a small local grocery store with only one checkout counter. Assume that shoppers arrive at the checkout lane according to a Poisson probability distribution, with an arrival rate of 16 customers per hour. The checkout service times follow an exponential probability distribution, with a service rate of 20 customers per hour. The manager’s service goal is to limit the waiting time prior to beginning the checkout process to no more than five minutes. Also the manager of Pete's Market wants to consider one of the following alternatives for improving service. Calculate the value of Wq for each alternative.
a.
Arrival rate = 16 customers per hour
Service rate = 32 customers per hour
average utilization of the system = p = / = 16/32 = 0.5
Wq = p/( - ) = 0.5/ (32 - 16) hour = 0.03125 hour = 1.875 minutes
b.
Arrival rate = 16 customers per hour
Service rate = 20 customers per hour
number of servers in the system, s = 2
average utilization of the system = p = /s = 16/(2 * 20) = 0.4
For s = 2
P0 = 0.4285715
Lq = P0 (/)s p / s! (1-p)2
= 0.4285715 * (16/20)2 * 0.4 / (2! * (1-0.4)2) = 0.152381
Wq = Lq / = 0.152381 / 16 hour = 0.009523812 hour = 0.5714287 minutes