In: Statistics and Probability
A chemical plant stores spare parts for maintenance in a large warehouse. Throughout the working day, maintenance personnel go to the warehouse to pick up supplies needed for their jobs. The warehouse receives a request for supplies, on average, every three minutes. The average request requires 2.75 minutes to fill a request. Maintenance employees are paid $21.50 per hour and warehouse employees are paid $16 per hour. The warehouse operates 8 hours per day.
a) Based on the number of maintenance employees in the system, an 8 hour work day, and the given arrival and service rates. What is the system cost per day (to the nearest $) if there is only 1 warehouse employees working?
b) Based on the number of maintenance employees in the system, an 8 hour work day, and the given arrival and service rates. What is the system cost per day (to the nearest $) if there are 2 warehouse employees working?
c) Based on the number of maintenance employees in the system, an 8 hour work day, and the given arrival and service rates. What is the system cost per day (to the nearest $) if there are 3 warehouse employees working?
d) What is the optimal number of warehouse employees to staff the warehouse
a) The number of maintenance employees is not specified in the problem, so consider that it is an infinite number. So, it is a M/M/1 system with following parameters,
Arrival rate, \lambda = 1/interarrival time = 1/3 per minute = (1/3)*60 = 20 per hour
Service rate, \mu = 1/service time = (1/2.75)*60 = 21.82 per hour
Number of maintenance employees in the system, L = \lambda/(\mu-\lambda) = 20/(21.82-20) = 11
System cost per hour = Cw*L + s*Cs
= 21.5*11+1*16
= $ 252.5
System cost per day = 252.5*8
= $ 2,020
b)
With more than 1 warehouse employees (servers) working, it is a multi-channel M/M/s system , where
Number of servers, s = 2
Operating characteristics are computed using spreadsheet as belowEXCEL FORMULAS:
L = 1.1604
Total system cost per hour = 1.1604*21.5+2*16 = 56.95
Total system cost per day = 56.95*8 = $ 455.6
c)
With more than 1 warehouse employees (servers) working, it is a multi-channel M/M/s system , where
Number of servers, s = 3
Operating characteristics are computed using spreadsheet as below:
L = 0.9489
Total system cost per hour = 0.9489*21.5+3*16 = 68.40
Total system cost per day = 68.40*8 = $ 547.2
d)
We see that total system cost per day of 2 warehouse employees working is the lowest.
Therefore, optimal number of warehouse employees to staff the warehouse = 2
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