In: Statistics and Probability
Union Airways is adding more flights to and from its hub airport and so needs to hire additional customer service agents. These numbers are shown in the last column of table for the time periods given in the first column. The other entries in this table reflect one of the provisions in the company’s current contract with the union that represents the customer service agents. The provision is that each agent works an eight-hour shift. The authorized shifts are
Shift 1: 6:00 AM to 2:00 PM.
Shift 2: 8:00 AM to 4:00 PM.
Shift 3: Noon to 8:00 PM.
Shift 4: 4:00 PM to midnight.
Shift 5: 10:00 PM to 6:00 AM.
The table shows the time periods covered by the respective shifts. Because some shifts are less desirable than others, the wages specified in the contract differ by shift. For each shift, the daily compensation (including benefits) for each agent is shown in the bottom row. The problem is to determine how many agents should be assigned to the respective shifts each day to minimize the total personnel cost for agents, based on this bottom row, while meeting (or surpassing) the service requirements given in the last column.
a. Formulate algebraic form for this problem. (Please clearly define all the decision variables, clearly write down the objective function and each constraints)
b. Formulate and solve this model on a spreadsheet.
TABLE Data for the Union Airways Personnel Scheduling Problem
Time Period |
1 |
2 |
3 |
4 |
5 |
Minimum Number of Agents Needed |
6:00am to 8:00am |
X |
45 |
||||
8:00am to 10:00am |
X |
X |
75 |
|||
10:00am to 12:00pm |
X |
X |
60 |
|||
12:00pm to 2:00pm |
X |
X |
X |
81 |
||
2:00pm to 4:00pm |
X |
X |
64 |
|||
4:00pm to 6:00pm |
X |
X |
73 |
|||
6:00pm to 8:00pm |
X |
X |
82 |
|||
8:00pm to 10:00pm |
X |
42 |
||||
10:00pm to 12:00am |
X |
X |
52 |
|||
12:00am to 6:00am |
X |
16 |
||||
Daily Cost per agent |
$172 |
$150 |
$165 |
$181 |
$190 |
ANSWER:
a)
Let xj = the number of agents reporting in shift-j for j=1,2,3,4,5
Min Z = 172 x1 + 150 x2 + 165 x3 + 181 x4 + 190 x5
Subject to,
x1 >= 45
x1 + x2 >= 75
x1 + x2 >= 60
x1 + x2 + x3 >= 81
x2 + x3 >= 64
x3 + x4 >= 73
x3 + x4 >= 82
x4 >= 42
x4 + x5 >= 52
x5 >= 15
xj >= 0 for j=1,2,3,4,5
(b)
Excel model:
Solver inputs:
Solution (Answer report):
Objective Cell (Min) | |||||
Cell | Name | Original Value | Final Value | ||
$H$4 | Cost | 0 | $29,482 | ||
Variable Cells | |||||
Cell | Name | Original Value | Final Value | Integer | |
$C$3 | No.s reports in Shift-1 | 0 | 45 | Contin | |
$D$3 | No.s reports in Shift-2 | 0 | 30 | Contin | |
$E$3 | No.s reports in Shift-3 | 0 | 40 | Contin | |
$F$3 | No.s reports in Shift-4 | 0 | 42 | Contin | |
$G$3 | No.s reports in Shift-5 | 0 | 16 | Contin |
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