Exam 11: Integer Linear Programming

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Explain how integer and 0-1 variables can be used in an objective function to minimize the sum of fixed and variable costs for production on two machines.

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Integer and 0-1 variables can be used in an objective function to minimize the sum of fixed and variable costs for production on two machines by representing the decision variables for the production process.

The integer variables can represent the number of units produced on each machine, as production quantities are typically whole numbers. These integer variables can be used to determine the production levels on each machine in order to minimize the total cost.

The 0-1 variables can be used to represent whether a particular machine is used or not. For example, if a 0-1 variable is set to 1, it indicates that the machine is being used for production, while a value of 0 indicates that the machine is not being used. By including these 0-1 variables in the objective function, the model can determine the most cost-effective allocation of production across the two machines.

By including both integer and 0-1 variables in the objective function, the model can optimize the production process to minimize the sum of fixed and variable costs while meeting production requirements. This approach allows for a more accurate representation of the production process and can lead to significant cost savings for the company.

To perform sensitivity analysis involving an integer linear program,it is recommended to

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Market Pulse Research has conducted a study for Lucas Furniture on some designs for a new commercial office desk.Three attributes were found to be most influential in determining which desk is most desirable: number of file drawers,the presence or absence of pullout writing boards,and simulated wood or solid color finish.Listed below are the part-worths for each level of each attribute provided by a sample of 7 potential Lucas customers. Market Pulse Research has conducted a study for Lucas Furniture on some designs for a new commercial office desk.Three attributes were found to be most influential in determining which desk is most desirable: number of file drawers,the presence or absence of pullout writing boards,and simulated wood or solid color finish.Listed below are the part-worths for each level of each attribute provided by a sample of 7 potential Lucas customers.   Suppose the overall utility (sum of part-worths)of the current favorite commercial office desk is 50 for each customer.What is the product design that will maximize the share of choices for the seven sample participants? Formulate and solve,using Lindo or Excel,this 0 - 1 integer programming problem. Suppose the overall utility (sum of part-worths)of the current favorite commercial office desk is 50 for each customer.What is the product design that will maximize the share of choices for the seven sample participants? Formulate and solve,using Lindo or Excel,this 0 - 1 integer programming problem.

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Define the decision variables:
There are 7lij7 l _ { i j } decision variables, one for each level of attribute.
lij=1l _ { i j } = 1 if Lucas chooses level ii for attribute j;0j ; 0 otherwise.
There are 7Yk7 Y _ { k } decision variables, one for each consumer in the sample. Yk=1Y _ { k } = 1 if consumer kk chooses the Lucas brand, 0 otherwise.

Define the objective function:
Maximize the number of consumers preferring the Lucas brand desk.
MaxY1+Y2+Y3+Y4+Y5+Y6+Y7\operatorname { Max } \quad Y _ { 1 } + Y _ { 2 } + Y _ { 3 } + Y _ { 4 } + Y _ { 5 } + Y _ { 6 } + Y _ { 7 }
Define the constraints:
There is one constraint for each consumer in the sample.
5l11+26l21+20l31+18l12+11l22+17l13+10l2350Y1118l11+11l21+5l31+12l12+16l22+15l13+26l2350Y214l11+16l21+22l31+7l12+13l22+11l13+19l2350Y3112l11+8l21+4l31+18l12+9l22+22l13+14l2350Y4119l11+9l21+3l31+4l12+14l22+30l13+19l2350Y516l11+15l21+21l31+8l12+17l22+20l13+11l2350Y619l11+6l21+3l31+13l12+5l22+16l13+28l2350Y71\begin{array} { c } 5 l _ { 11 } + 26 l _ { 21 } + 20 l _ { 31 } + 18 l _ { 12 } + 11 l _ { 22 } + 17 l _ { 13 } + 10 l _ { 23 } - 50 Y _ { 1 } \geq 1 \\18 l _ { 11 } + 11 l _ { 21 } + 5 l _ { 31 } + 12 l _ { 12 } + 16 l _ { 22 } + 15 l _ { 13 } + 26 l _ { 23 } - 50 Y _ { 2 } \geq 1 \\4 l _ { 11 } + 16 l _ { 21 } + 22 l _ { 31 } + 7 l _ { 12 } + 13 l _ { 22 } + 11 l _ { 13 } + 19 l _ { 23 } - 50 Y _ { 3 } \geq 1 \\12 l _ { 11 } + 8 l _ { 21 } + 4 l _ { 31 } + 18 l _ { 12 } + 9 l _ { 22 } + 22 l _ { 13 } + 14 l _ { 23 } - 50 Y _ { 4 } \geq 1 \\19 l _ { 11 } + 9 l _ { 21 } + 3 l _ { 31 } + 4 l _ { 12 } + 14 l _ { 22 } + 30 l _ { 13 } + 19 l _ { 23 } - 50 Y _ { 5 } \geq 1 \\6 l _ { 11 } + 15 l _ { 21 } + 21 l _ { 31 } + 8 l _ { 12 } + 17 l _ { 22 } + 20 l _ { 13 } + 11 l _ { 23 } - 50 Y _ { 6 } \geq 1 \\9 l _ { 11 } + 6 l _ { 21 } + 3 l _ { 31 } + 13 l _ { 12 } + 5 l _ { 22 } + 16 l _ { 13 } + 28 l _ { 23 } - 50 Y _ { 7 } \geq 1\end{array}
There is one constraint for each attribute.
l11+l21+l31=1l12+l22=1l13+l23=1\begin{array} { l } l _ { 11 } + l _ { 21 } + l _ { 31 } = 1 \\l _ { 12 } + l _ { 22 } = 1 \\l _ { 13 } + l _ { 23 } = 1\end{array}
Optimal Solution:
Lucas should choose these product features:

1 file drawer (I21=1)\left( I _ { 21 } = 1 \right)
No pullout writing boards (I22=1)\left( I _ { 22 } = 1 \right)
Simulated wood finish (I13=1)\left( I _ { 13 } = 1 \right)

Three sample participants would choose the Lucas design:
Participant 1(Y1=1)1 \left( Y _ { 1 } = 1 \right)
Participant 5(Y5=1)5 \left( Y _ { 5 } = 1 \right)
Participant 6(Y6=1)6 \left( Y _ { 6 } = 1 \right)

If a problem has only less-than-or-equal-to constraints with positive coefficients for the variables,rounding down will always provide a feasible integer solution.

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Given the following all-integer linear programming problem: Max 3+10 s.t. 2+\leq5 +6\leq9 - \geq2 , \geq0 and integer a. Solve the problem graphically as a linear program. b. Show that there is only one integer point and it is optimal. c. Suppose the third constraint was changed to x1 - x2 > 2.1. What is the new optimal solution to the LP? ILP?

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In a model involving fixed costs,the 0 - 1 variable guarantees that the capacity is not available unless the cost has been incurred.

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In an all-integer linear program,

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Assuming W1,W2 and W3 are 0 - 1 integer variables,the constraint W1 + W2 + W3 < 1 is often called a

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Let x1 ,x2 ,and x3 be 0 - 1 variables whose values indicate whether the projects are not done (0)or are done (1).Which answer below indicates that at least two of the projects must be done?

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Dual prices cannot be used for integer programming sensitivity analysis because they are designed for linear programs.

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The graph of a problem that requires x1 and x2 to be integer has a feasible region

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If Project 5 must be completed before Project 6,the constraint would be x5 x6 0.

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Which of the following applications modeled in the textbook does not involve only 0 - 1 integer variables?

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In a model,x1 0 and integer,x2 0,and x3 = 0,1.Which solution would not be feasible?

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Tom's Tailoring has five idle tailors and four custom garments to make.The estimated time (in hours)it would take each tailor to make each garment is listed below.(An 'X' in the table indicates an unacceptable tailor-garment assignment.) \quad \quad \quad \quad \quad \quad \quad \quad \quad \quad \quad \quad \quad \quad \quad \quad  Tail or \text { Tail or } Garment 1 2 3 4 5 Wedding gown 19 23 20 21 18 Clown costume 11 14 12 10 Admiral's uni form 12 8 11 9 Bullfighter's outfit 20 20 18 21 Formulate and solve an integer program for determining the tailor-garment assignments that minimize the total estimated time spent making the four garments.No tailor is to be assigned more than one garment and each garment is to be worked on by only one tailor.

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Simplon Manufacturing must decide on the processes to use to produce 1650 units.If machine 1 is used,its production will be between 300 and 1500 units.Machine 2 and/or machine 3 can be used only if machine 1's production is at least 1000 units.Machine 4 can be used with no restrictions. Machine Fixed cost Variable cost Minimum Production Maximum Production 1 500 2.00 300 1500 2 800 0.50 500 1200 3 200 3.00 100 800 4 50 5.00 any any (HINT: Use an additional 0 - 1 variable to indicate when machines 2 and 3 can be used.)

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The constraint x1 + x2 + x3 + x4 2 means that two out of the first four projects must be selected.

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Rounding the solution of an LP Relaxation to the nearest integer values provides

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Sensitivity analysis for integer linear programming

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Your express package courier company is drawing up new zones for the location of drop boxes for customers.The city has been divided into the seven zones shown below.You have targeted six possible locations for drop boxes.The list of which drop boxes could be reached easily from each zone is listed below. Zone Downtown Financial Downtown Legal Retail South Retail East Manufacturing North Manufacturing East Corporate West Can Be Served By Locations: 1,2,5,6 2,4,5 1,2,4,6 3,4,5 1,2,5 3,4 1,2,6 Let xi = 1 if drop box location i is used,0 otherwise.Develop a model to provide the smallest number of locations yet make sure that each zone is covered by at least two boxes.

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