In: Statistics and Probability
Problem 3-13 (Algorithmic)
Quality Air Conditioning manufactures three home air conditioners: an economy model, a standard model, and a deluxe model. The profits per unit are $63, $97, and $133, respectively. The production requirements per unit are as follows:
Number of Fans |
Number of Cooling Coils |
Manufacturing Time (hours) |
|
Economy | 1 | 1 | 8 |
Standard | 1 | 2 | 12 |
Deluxe | 1 | 4 | 14 |
For the coming production period, the company has 350 fan motors, 340 cooling coils, and 2000 hours of manufacturing time available. How many economy models (E), standard models (S), and deluxe models (D) should the company produce in order to maximize profit? The linear programming model for the problem is as follows:
Max | 63E | + | 97S | + | 133D | |||
s.t. | ||||||||
1E | + | 1S | + | 1D | ≤ | 350 | Fan motors | |
1E | + | 2S | + | 4D | ≤ | 340 | Cooling coils | |
8E | + | 12S | + | 14D | ≤ | 2000 | Manufacturing time | |
E, S, D ≥ 0 | ||||||||
The sensitivity report is shown in the figure below.
Optimal Objective Value = 16660.00000 | |||||||
Variable | Value | Reduced Cost | |||||
E | 180.00000 | 0.00000 | |||||
S | 0.00000 | 2.55556 | |||||
D | 40.00000 | 0.00000 | |||||
Constraint | Slack/Surplus | Dual Value | |||||
Fan motors | 130.00000 | 0.00000 | |||||
Cooling coils | 0.00000 | 10.11111 | |||||
Manufacturing time | 0.00000 | 6.61111 | |||||
Variable | Objective Coefficient |
Allowable Increase |
Allowable Decrease |
||||||
E | 63.00000 | 13.00000 | 2.30000 | ||||||
S | 97.00000 | 2.55556 | Infinite | ||||||
D | 133.00000 | 119.00000 | 11.50000 | ||||||
Constraint | RHS Value |
Allowable Increase |
Allowable Decrease |
||||||
Fan motors | 350.00000 | Infinite | 130.00000 | ||||||
Cooling coils | 340.00000 | 231.42860 | 90.00000 | ||||||
Manufacturing time | 2000.00000 | 720.00000 | 810.00000 | ||||||
Identify the range of optimality for each objective function coefficient. If there is no limit, then enter the text "NA" as your answer. If required, round your answers to one decimal place.
Objective Coefficient Range | ||
---|---|---|
Variable | lower limit | upper limit |
E | ||
S | ||
D |
Suppose the profit for the economy model (E) is increased
by $6 per unit, the profit for the standard model (S) is
decreased by $2 per unit, and the profit for the deluxe model
(D) is increased by $4 per unit. What will the new optimal
solution be? If required, round your answers to three decimal
places. If your answer is zero, enter "0".
Optimal Solution | |
---|---|
E | |
S | |
D |
If required, round your answer for Total Profit to two decimal
places.
Total Profit: $
Identify the range of feasibility for the right-hand-side values.
If there is no limit, then enter the text "NA" as your answer. If
required, round your answers to one decimal place.
Right-Hand-Side-Range | ||
---|---|---|
Constraints | lower limit | upper limit |
Fan motors | ||
Cooling coils | ||
Manufacturing time |
If the number of manufacturing time available for production is
increased by 740, will the dual value for that constraint
change?
Yes because the allowable increase for
manufacturing time is without changing the optimal
solution.
Q - What is the optimal solution, and what is the value of the objective function? If required, round your answers to the nearest whole number.
Answer - Refer the first table of computer solution (Variable, Value, Reduced Cost)
Optimal Solution |
|
Economy models (E) |
80 |
Standard models (S) |
120 |
Deluxe models (D) |
0 |
Value of the objective function |
$ 16440 |
Q - Which constraints are binding?
Answer - Constraints having slack/surplus equal to 0 are binding, otherwise non-binding
Fan motors: |
Binding |
Cooling coils: |
Binding |
Manufacturing time: |
Non binding |
Q - Which constraint shows extra capacity? How much? If constraint shows no extra capacity, enter 0 as number of units. If required, round your answers to the nearest whole number.
Answer – Refer table (Constraint, Slack/Surplus, Dual Value)
Slack/Surplus is the number of units
Constraints |
Extra capacity |
Number of units |
Fan motors |
No |
0 |
Cooling coils |
No |
0 |
Manufacturing time |
Yes |
320 |
Q - If the profit for the deluxe model were increased to $150
per unit, would the optimal solution change?
Answer - Refer table (variable, objective coefficient, allowable
increase, allowable decrease)
Allowable increase in coefficient of Variable D is 24, which means it be increased up to 159 (=135+24) without changing the optimal solution. 150 is within the limit, so changing the coefficient to 150 will not change the optimal solution.