Answer Questions 2 and 3 based on the following LP problem.
Let P1 = number of Product 1 to be produced
P2 = number of Product 2 to be produced
P3 = number of Product 3 to be produced
Maximize 100P1 + 120P2 + 90P3 Total profit
Subject to
8P1 + 12P2 + 10P3 ≤ 7280 Production budget constraint
4P1 + 3P2 + 2P3 ≤ 1920 Labor hours constraint
P1 > 200 Minimum quantity needed for Product 1 constraint
P2 > 100 Minimum quantity needed for Product 2 constraint
And P1, P2, P3 ≥ 0 Non-negativity constraints
The QM for Windows output for this problem is given below.
Linear Programming Results:
P1 P2 P3 RHS Dual
Maximize 100 120 90
Constraint 1 8 12 10 <= 7280 0
Constraint 2 4 3 2 <= 1920 45
Constraint 3 1 0 0 >= 200 -80
Constraint 4 0 1 0 >= 100 -15
Solution 200 100 410 68900
Solution List:
Variable Status Value
P1 Basic 200
P2 Basic 100
P3 Basic 410
slack 1 Basic 380
slack 2 NONBasic 0
surplus 3 NONBasic 0
surplus 4 NONBasic 0
Optimal Value (Z) 68900
Ranging Results:
Variable Value Reduced Cost Original Val Lower Bound Upper Bound
P1 200 0 100 -Infinity 180
P2 100 0 120 -Infinity 135
P3 410 0 90 80 Infinity
Dual Value Slack/Surplus Original Val Lower Bound Upper Bound
Constraint 1 0 380 7280 6900 Infinity
Constraint 2 45 0 1920 1100 1996
Constraint 3 -80 0 200 168.33 405
Constraint 4 -15 0 100 0 373.33
2. (a) Determine the optimal solution and the optimal value and interpret their meanings.
(b) Determine the slack (or surplus) value for each constraint and interpret its meaning.
3. (a) What are the ranges of optimality for the profit of Product 1, Product 2 and Product 3?
(b) Find the dual prices of the four constraints and interpret their meanings. What are the ranges in which each of these dual prices is valid?
(c) If the profit contribution of Product 2 changes from $120 per unit to $128 per unit, what will be the optimal solution? What will be the new total profit? (Note: Answer this question using the ranging results given above. Do not solve the problem again).
(d) Which resource should be obtained in larger quantity to increase the profit most? (Note: Answer this question using the ranging results given above. Do not solve the problem again).
4. An insurance agent plans to sell three types of policies— homeowner’s insurance, auto insurance and life insurance. The average amount of profit returned per year by each type of insurance policy is as follows:
Policy Yearly Profit/Policy
Homeowner’s $50
Auto 40
Life 75
Each homeowner’s policy will cost $18.20, each auto policy will cost $14.50 and each life insurance policy will cost $30.50 to sell and maintain. He has projected a budget of $80,000 per year. In addition, the sale of a homeowner’s policy will require 6.5 hours of effort; the sale of an auto policy will require 3.7 hours of effort and the sale of a life insurance policy will require 10.5 hours of effort. There are a total of 28,000 hours of working time available per year from himself and his employees.
He wants to sell at least twice as many auto policies as homeowner’s policies.
Formulate a linear programming model that meets these restrictions and maximizes total yearly profit for the agent.
(a) Define the decision variables.
(b) Determine the objective function. What does it represent?
(c) Determine all the constraints. Briefly describe what each constraint represents.
Note: Do NOT solve the problem after formulating
5. The Delicious Snacks manufactures a snack mix by blending three ingredients: a dried fruit mixture, a nut mixture, and a cereal mixture. Information about the three ingredients (per ounce) is shown below.
Ingredient |
Cost |
Fat Grams |
Protein grams |
Calories |
Dried Fruit Mixture |
1.10 |
1 |
1 |
180 |
Nut Mixture |
1.00 |
10 |
8 |
415 |
Cereal Mixture |
0.70 |
4 |
5 |
130 |
The company wants to know how many ounces of each mixture to put into the blend. The blend should contain no more than 1250 calories and no more than 20 grams of fat. It should contain at least 15.5 grams of protein. Dried fruit mixture must be at least 25% of the weight of the blend, and nut mixture must be no more than 40% of the weight of the blend.
Formulate a linear programming model that meets these restrictions and minimizes the cost of the blend by determining
(a) The decision variables.
(b) Determine the objective function. What does it represent?
(c) Determine all the constraints. Briefly describe what each constraint represents.
Note: Do NOT solve the problem after formulating
6. A professor has been contacted by a company willing to work with student consulting teams. The Company needs help with four projects. There are four student teams available to work on these projects. The estimated time of completion (in hours) of each project by each team is given in the following table.
Project A Project B Project C Project D
_________________________________________________
Team 1 40 25 32 28
Team 2 40 34 27 40
Team 3 35 30 24 30
Team 4 32 - 20 20
_________________________________________________
Team 4 cannot be assigned to Project B because they do not have enough training to do that project. The professor wants Team 1 to be assigned to Project B or Project D. The objective of this assignment problem is to minimize the total time of completion of all the projects.
(a) Define the decision variables.
(b) Determine the objective function. What does it represent?
(c) Determine all the constraints. Briefly describe what each constraint represents.
Note: Do NOT solve the problem
(5)
(a)
x = Grams of dried fruit mixture
y = Grams of Nut mixture
z = Grams of Cereal mixture
C = Cost in $
(b)
Minimize C = 1.1x + y + 0.7z. This represents the minimum cost of the blend.
(c)
180x + 415y + 130z ≤ 1250 [Maximum calories requirement]
x + 10y + 4z ≤ 20 [Maximum fat requirement]
x + 8y + 5z ≥ 15.5 [Minimum protein requirement]
x ≥ 0.25(x + y + z), that is 3x – y – z ≥ 0 [Dried fruit mixture weight to total weight ratio]
y ≤ 0.4(x + y + z), that is x – 1.5y + z ≥ 0 [Nut mixture weight to total weight ratio]
x, y, z ≥ 0 [Non-negativity restrictions]
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