In: Statistics and Probability
Coffee Blending Model: A coffee manufacturer blends three component coffee beans into three final blends of coffee. The Table below summarizes the very precise recipes for the final coffee blends, the cost and availability information for the three components, and the wholesale price per pound of the final blends. The percentages in the body of the table indicate the percentage of each component to be used in each blend.
Table: Percentage of each component to be used in each blend
_____________________________________________________________________________ Final Blend (percent)
Cost Per Maximum Availability
Component 1 2 3 Pound Each Week (Pound)
_____________________________________________________________________________
1 80 0 20 $0.60 40,000
2 50 15 35 $0.80 25,000
3 0 40 60 $0.55 20,000
_____________________________________________________________________________
Wholesale Price/lb. $1.25 $1.50 $1.40 _____________________________________________________________________________
Weekly capacity for the processor's plant is 100,000 pounds, and the company wishes to operate at capacity. There is no problem in selling the final blends, although there is a requirement that minimum production level of 10,000, 25,000 and 30,000 pounds, respectively, be met for blends 1, 2 and 3. The manufacturer wishes to determine the number of pounds of each component that should be used in each blend so as to maximize total weekly profit.
Formulate the problem as an L.P. model.
Could you present it as the set up in Excel?
Sol:
xij = number of pounds of component i used in final blend j, i= 1, 2,3,4; j =1,2,3.
Therefore, we have
Final Blend number of pounds
Component (pounds) |
1 | 2 | 3 | Cost Per Pound | Maximum Availability Each Week (Pound) |
1 | x11 | x12 | x13 | $0.60 | 40,000 |
2 | x21 | x22 | x23 | $0.80 | 25,000 |
3 | x31 | x32 | x33 | $0.55 | 20,000 |
Wholesale Price/lb. | $1.25 | $1.50 | $1.40 |
Objective fucntion is
Subject to :
For Blend Type 1=
x 11= .20(x11+x21+x31) i.e. -0.8 x11 + 0.2 x21 + 0.2 x31 = 0
0.4 x11 - 0.6x21 + 0.4x31 = 0
0.15 x11 + 0.15 x21 -0.85 x31 = 0
0.25 x11 + 0.25 x21 + 0.25 x31 = 0
Final Blend of Type 2.
-.65 x12 + .35 x22 + .35 x32 = 0
.15 x12 - .85 x22 + .15 x32 = 0
.20 x12 + .20 x22 - .80 x32 = 0
.30 x12 + .30 x22 + .30 x32 = 0
3. Final Blend of Type 3.
-.90 x13 + .10 x23 + .10 x33 = 0
.35 x13 - .65 x23 + .35 x33 = 0
.40 x13 + .40 x23 - .60 x33 = 0
.15 x13 + .15 x23 + .15 x33 = 0
4. Plant Capacity.
(x11 + x12 + x13) + (x21 + x22 + x23) + (x31 + x32 + x33) = 100,000
5. Component Availabilities.
x11 + x12 + x13 ≤ 40,000
x21 + x22 + x23 ≤ 25,000
x31 + x32 + x33 ≤ 20,000
6. Minimum Production Level Requirements:
x11 + x21 + x31≥ 10,000
x12 + x22 + x32 ≥ 25,000
x13 + x23 + x33 ≥ 30,000
Nonnegativity. All xij ≥ 0 for 1 = 1, 2, 3, j = 1, 2, 3.
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