Deck 5: Integer Programming

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The management scientist's fiance informed him that if they were to be married, he would also have to welcome her mother into their home. The management scientist should model this decision as a contingency constraint.
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Question
In a problem involving capital budgeting applications, the 0-1 variables designate the acceptance or rejection of the different projects.
Question
In a 0-1 integer model, the solution values of the decision variables are 0 or 1.
Question
One type of constraint in an integer program is a multiple-choice constraint.
Question
The branch and bound solution method cannot be applied to 0-1 integer programming problems.
Question
In a mixed integer model, some solution values for decision variables are integer and others can be non-integer.
Question
The production planner for Airbus showed his boss the latest product mix suggestion from their slick new linear programming model: 12.5 model 320s and 17.4 model 340s. The boss looked over his glasses at the production planner and reminded him that they had several half airplanes from last year's production rusting in the parking lot. No one, it seems, is interested in half of an airplane. The production planner whipped out his red pen and crossed out the .5 and .4, turning the new plan into 12 model 320s and 17 model 340s. This production plan is definitely feasible.
Question
A conditional constraint specifies the conditions under which variables are integers or real variables.
Question
The divisibility assumption is violated by integer programming.
Question
In a total integer model, all decision variables have integer solution values.
Question
The three types of integer programming models are total, 0-1, and mixed.
Question
The branch and bound method can only be used for maximization integer programming problems.
Question
In a mixed integer model, the solution values of the decision variables are 0 or 1.
Question
In the classic game show Password, the suave, silver-haired host informed the contestants, "you can choose to pass or to play." This expression suggests a mixed integer model is most appropriate.
Question
Rounding non-integer solution values up to the nearest integer value can result in an infeasible solution to an integer programming problem.
Question
In a 0-1 integer programming problem involving a capital budgeting application (where xj = 1, if project j is selected, xj = 0, otherwise) the constraint x1 - x2 ≤ 0 implies that if project 2 is selected, project 1 cannot be selected.
Question
If exactly three projects are to be selected from a set of five projects, this would be written as three separate constraints in an integer program.
Question
A feasible solution to an integer programming problem is ensured by rounding down non-integer solution values.
Question
The college dean is deciding among three equally qualified (in their eyes, at least) candidates for his associate dean position. If this situation could be modeled as an integer program, the decision variables would be cast as 0-1 integer variables.
Question
In a mixed integer model, all decision variables have integer solution values.
Question
A rounded-down integer solution can result in a less than optimal solution to an integer programming problem.
Question
Rounding non-integer solution values up to the nearest integer value will still result in a feasible solution.
Question
The ________ method is based on the principle that the total set of fesible solutions can be partitioned into smaller subsets of solutions.
Question
"It's me or the cat!" the exasperated husband bellowed to his well-educated wife. "Hmmmm," she thought, "I could model this decision with a ________ constraint."
Question
If we are solving a 0-1 integer programming problem, the constraint x1 + x2 + x3 ≤ 3 is a mutually exclusive constraint.
Question
If we are solving a 0-1 integer programming problem, the constraint x1 ≤ x2 is a conditional constraint.
Question
In a ________ integer programming model, a solution of x2 = 7 is not possible.
Question
In a ________ linear programming model, the solution values of the decision variables are zero or one.
Question
If we are solving a 0-1 integer programming problem, the constraint x1 = x2 is a conditional constraint.
Question
In a ________ linear programming model, some of the solution values for the decision variables are required to assume integer values and others can be integer or noninteger.
Question
Rounding non-integer solution values up to the nearest integer value will result in an infeasible solution to an integer linear programming problem.
Question
If we are solving a 0-1 integer programming problem, the constraint x1 + x2 ≤ 1 is a mutually exclusive constraint.
Question
Rounding down integer solution values ensures an infeasible solution to an integer linear programming problem.
Question
If exactly one investment is to be selected from a set of five investment options, then the constraint is often called a ________ constraint.
Question
If we are solving a 0-1 integer programming problem, the constraint x1 + x2 = 1 is a mutually exclusive constraint.
Question
If we are solving a 0-1 integer programming problem, the constraint x1 ≤ x2 is a mutually exclusive constraint.
Question
An optimal solution to an integer programming problem is ensured by rounding down non-integer solution values.
Question
In choosing four electives from the dazzling array offered by the Decision Sciences Department next semester, the students that had already taken the management science class were able to craft a model using a ________ constraint.
Question
A ________ integer model allows for the possibility that some decision variables are not integers.
Question
If we graph the problem that requires x1 and x2 to be an integer, it has a feasible region consisting of ________.
Question
Consider a capital budgeting example with five projects from which to select. Let x1 = 1 if project a is selected, 0 if not, for a = 1, 2, 3, 4, 5. Projects cost $100, $200, $150, $75, and $300, respectively. The budget is $450.
Write the appropriate constraint for the following condition: If project 3 is chosen, project 4 must be chosen.
Question
Consider a capital budgeting example with five projects from which to select. Let x1 = 1 if project a is selected, 0 if not, for a = 1, 2, 3, 4, 5. Projects cost $100, $200, $150, $75, and $300, respectively. The budget is $450.
Write the appropriate constraint for the following condition: If project 1 is chosen, project 5 must not be chosen.
Question
Consider the following integer linear programming problem:
Max Z =   3x1 + 2x2
Subject to:  3x1 + 5x2 ? 30
      5x1 + 2x2 ? 28
        x1 ? 8
       x1, x2 ? 0 and integer
The solution to the linear programming formulation is: x1 = 5.714, x2 = 2.571.
What is the optimal solution to the integer linear programming problem?
State the optimal values of decision variables and the value of the objective function.
Question
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.   Write the objective function.<div style=padding-top: 35px>
Write the objective function.
Question
________ variables are best suited to be the decision variables when dealing with yes-or-no decisions.
Question
The Exorbitant Course Fees. The $75 per credit hour course fee tacked on to all the MBA classes has generated a windfall of $56,250 in its first semester. "Now we just need to make sure we spend it all," the Assistant Dean cackled. She charged the Graduate Curriculum Committee with generating a shopping list before their next meeting. Four months later, the chairman of the committee distributed the following. As the professor for the quantitative modeling course, he tended to think in terms of decision variables, so he added the left-most column for ease of use.
The Exorbitant Course Fees. The $75 per credit hour course fee tacked on to all the MBA classes has generated a windfall of $56,250 in its first semester. Now we just need to make sure we spend it all, the Assistant Dean cackled. She charged the Graduate Curriculum Committee with generating a shopping list before their next meeting. Four months later, the chairman of the committee distributed the following. As the professor for the quantitative modeling course, he tended to think in terms of decision variables, so he added the left-most column for ease of use.   What is a full set of constraints for this problem if there are 30 MBA students enrolled this semester?<div style=padding-top: 35px>
What is a full set of constraints for this problem if there are 30 MBA students enrolled this semester?
Question
Consider a capital budgeting example with five projects from which to select. Let x1 = 1 if project a is selected, 0 if not, for a = 1, 2, 3, 4, 5. Projects cost $100, $200, $150, $75, and $300, respectively. The budget is $450.

-Write the appropriate constraint for the following condition: Choose no fewer than 3 projects.
Question
If we are solving a 0-1 integer programming problem, the constraint x1 = x2 is a ________ constraint.
Question
If we are solving a 0-1 integer programming problem, the constraint x1 + x2 ≤ 1 is a ________ constraint.
Question
In an integer program, if building one facility required the construction of another type of facility, this would be written as: ________.
Question
In an integer program, if we were choosing between two locations to build a facility, this would be written as: ________.
Question
Saba conducts regular tours of his favorite city in the world, Paris. Each semester he selects among the finest students in the university and escorts them to the City of Lights. In addition to a world-class education on conducting business in Europe, he arranges a number of cultural outings for them to help them immerse themselves in all that France has to offer. He collects an extra $100 from each student for this purpose and limits his tour group to ten lucky individuals. Some of the events (and their prices) he proposes to the students include:
Eiffel Tower visit, $40 per student, E
Paris Sewer spelunking, $20 per student, S
Half day passes to the Louvre, $60 per student, L
Bon Beret tour, $50 per student, B
So much to do and so little time!
What is the full set of constraints if the following situations occur? The Eiffel Tower visit needed to take place at the same time has the half day at the Louvre. Students taking the Paris Sewer tour had to wear the special sanitary beret available only from the Bon Beret tour. Saba applies for university tarvel funds and supplements the students' accounts with an extra $30 each.
Question
If we are solving a 0-1 integer programming problem, the constraint x1 ≤ x2 is a ________ constraint.
Question
If one location for a warehouse can be selected only if a specific location for a manufacturing facility is also selected, this decision can be represented by a ________ constraint.
Question
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.   This problem requires two different kinds of decision variables. Clearly define each kind.<div style=padding-top: 35px>
This problem requires two different kinds of decision variables. Clearly define each kind.
Question
Saba conducts regular tours of his favorite city in the world, Paris. Each semester he selects among the finest students in the university and escorts them to the City of Lights. In addition to a world-class education on conducting business in Europe, he arranges a number of cultural outings for them to help them immerse themselves in all that France has to offer. He collects an extra $100 from each student for this purpose and limits his tour group to ten lucky individuals. Some of the events (and their prices) he proposes to the students include:
Eiffel Tower visit, $40 per student, E
Paris Sewer spelunking, $20 per student, S
Half day passes to the Louvre, $60 per student, L
Bon Beret tour, $50 per student, B
So much to do and so little time!
The tour group has three days remaining in Paris and the opportunity to do three cultural events. It is important to soak up as much culture as possible, so Saba decides to model this as a 0-1 integer program mandating that the group does three events. A couple of students object, not to the integer program, but to the set of cultural events that they have to choose from. They would rather have the option to do up to three events but perhaps only one or two and spend the rest of their time doing some "retail benchmarking." What was Saba's original constraint and how does that constraint change to cater to the whims of the students?
Question
Saba conducts regular tours of his favorite city in the world, Paris. Each semester he selects among the finest students in the university and escorts them to the City of Lights. In addition to a world-class education on conducting business in Europe, he arranges a number of cultural outings for them to help them immerse themselves in all that France has to offer. He collects an extra $100 from each student for this purpose and limits his tour group to ten lucky individuals. Some of the events (and their prices) he proposes to the students include:
Eiffel Tower visit, $40 per student, E
Paris Sewer spelunking, $20 per student, S
Half day passes to the Louvre, $60 per student, L
Bon Beret tour, $50 per student, B
So much to do and so little time!
What would the constraints be if the Eiffel Tower visit needed to take place at the same time as the half day at the Louvre and if students taking the Paris Sewer tour had to wear the special sanitary beret available only from the Bon Beret tour?
Question
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.   Write a constraint to ensure that if machine 4 is used and machine 1 will not be used.<div style=padding-top: 35px>
Write a constraint to ensure that if machine 4 is used and machine 1 will not be used.
Question
If we are solving a 0-1 integer programming problem, the constraint x1 + x2 = 1 is a ________ constraint.
Question
Consider the following integer linear programming problem:
Max Z = 3x1 + 2x2
Subject to: 3x1 + 5x2 ≤ 30
4x1 + 2x2 ≤ 28
x1 ≤ 8
x1 , x2 ≥ 0 and integer
The solution to the linear programming formulation is: x1 = 5.714, x2 = 2.571.
What is the optimal solution to the integer linear programming problem?
State the optimal values of decision variables and the value of the objective function.
Question
In a ________ integer model, the solution values of the decision variables are 0 or 1.

A) total
B) 0-1
C) mixed
D) all of the above
Question
You have been asked to select at least 3 out of 7 possible sites for oil exploration. Designate each site as S1, S2, S3, S4, S5, S6, and S7. The restrictions are:
Restriction 1. Evaluating sites S1 and S3 will prevent you from exploring site S7.
Restriction 2. Evaluating sites S2 or S4 will prevent you from assessing site S5.
Restriction 3. Of all the sites, at least 3 should be assessed.
Assuming that Si is a binary variable, write the constraint for the first restriction.
Question
Which of the following is not an integer linear programming problem?

A) pure integer
B) mixed integer
C) 0-1 integer
D) continuous
Question
Due to increased sales, a company is considering building three new distribution centers (DCs) to serve four regional sales areas. The annual cost to operate DC 1 is $500 (in thousands of dollars). The cost to operate DC 2 is $600 (in thousands of dollars.). The cost to operate DC 3 is $525 (in thousands of dollars). Assume that the variable cost of operating at each location is the same, and therefore not a consideration in making the location decision.
The table below shows the cost ($ per item) for shipping from each DC to each region.
Region
Due to increased sales, a company is considering building three new distribution centers (DCs) to serve four regional sales areas. The annual cost to operate DC 1 is $500 (in thousands of dollars). The cost to operate DC 2 is $600 (in thousands of dollars.). The cost to operate DC 3 is $525 (in thousands of dollars). Assume that the variable cost of operating at each location is the same, and therefore not a consideration in making the location decision. The table below shows the cost ($ per item) for shipping from each DC to each region. Region   The demand for region A is 70,000 units; for region B, 100,000 units; for region C, 50,000 units; and for region D, 80,000 units. Assume that the minimum capacity for the distribution center will be 500,000 units. Write the constraints for the three distribution centers.<div style=padding-top: 35px> The demand for region A is 70,000 units; for region B, 100,000 units; for region C, 50,000 units; and for region D, 80,000 units. Assume that the minimum capacity for the distribution center will be 500,000 units.
Write the constraints for the three distribution centers.
Question
Due to increased sales, a company is considering building three new distribution centers (DCs) to serve four regional sales areas. The annual cost to operate DC 1 is $500 (in thousands of dollars). The cost to operate DC 2 is $600 (in thousands of dollars.). The cost to operate DC 3 is $525 (in thousands of dollars). Assume that the variable cost of operating at each location is the same, and therefore not a consideration in making the location decision.
The table below shows the cost ($ per item) for shipping from each DC to each region.
Region
Due to increased sales, a company is considering building three new distribution centers (DCs) to serve four regional sales areas. The annual cost to operate DC 1 is $500 (in thousands of dollars). The cost to operate DC 2 is $600 (in thousands of dollars.). The cost to operate DC 3 is $525 (in thousands of dollars). Assume that the variable cost of operating at each location is the same, and therefore not a consideration in making the location decision. The table below shows the cost ($ per item) for shipping from each DC to each region. Region   The demand for region A is 70,000 units; for region B, 100,000 units; for region C, 50,000 units; and for region D, 80,000 units. Assume that the minimum capacity for the distribution center will be 500,000 units. Write the objective function for this problem.<div style=padding-top: 35px> The demand for region A is 70,000 units; for region B, 100,000 units; for region C, 50,000 units; and for region D, 80,000 units. Assume that the minimum capacity for the distribution center will be 500,000 units.
Write the objective function for this problem.
Question
Types of integer programming models are ________.

A) total
B) 0-1
C) mixed
D) all of the above
Question
Binary variables are

A) 0 or 1 only.
B) any integer value.
C) any continuous value.
D) any negative integer value.
Question
You have been asked to select at least 3 out of 7 possible sites for oil exploration. Designate each site as S1, S2, S3, S4, S5, S6, and S7. The restrictions are:
Restriction 1. Evaluating sites S1 and S3 will prevent you from exploring site S7.
Restriction 2. Evaluating sites S2 or S4 will prevent you from assessing site S5.
Restriction 3. Of all the sites, at least 3 should be assessed.
Assuming that Si is a binary variable, write the constraint(s) for the second restriction.
Question
If the solution values of a linear program are rounded in order to obtain an integer solution, the solution is

A) always optimal and feasible.
B) sometimes optimal and feasible.
C) always feasible.
D) never optimal and feasible.
Question
If a maximization linear programming problem consists of all less-than-or-equal-to constraints with all positive coefficients and the objective function consists of all positive objective function coefficients, then rounding down the linear programming optimal solution values of the decision variables will ________ result in a(n) ________ solution to the integer linear programming problem.

A) always, optimal
B) always, non-optimal
C) never, non-optimal
D) sometimes, optimal
Question
The branch and bound method of solving linear integer programming problems is

A) an integer method.
B) a relaxation method.
C) a graphical solution.
D) an enumeration method.
Question
Due to increased sales, a company is considering building three new distribution centers (DCs) to serve four regional sales areas. The annual cost to operate DC 1 is $500 (in thousands of dollars). The cost to operate DC 2 is $600 (in thousands of dollars.). The cost to operate DC 3 is $525 (in thousands of dollars). Assume that the variable cost of operating at each location is the same, and therefore not a consideration in making the location decision.
The table below shows the cost ($ per item) for shipping from each DC to each region.
Region
Due to increased sales, a company is considering building three new distribution centers (DCs) to serve four regional sales areas. The annual cost to operate DC 1 is $500 (in thousands of dollars). The cost to operate DC 2 is $600 (in thousands of dollars.). The cost to operate DC 3 is $525 (in thousands of dollars). Assume that the variable cost of operating at each location is the same, and therefore not a consideration in making the location decision. The table below shows the cost ($ per item) for shipping from each DC to each region. Region   The demand for region A is 70,000 units; for region B, 100,000 units; for region C, 50,000 units; and for region D, 80,000 units. Assume that the minimum capacity for the distribution center will be 500,000 units. Define the decision variables for this situation.<div style=padding-top: 35px> The demand for region A is 70,000 units; for region B, 100,000 units; for region C, 50,000 units; and for region D, 80,000 units. Assume that the minimum capacity for the distribution center will be 500,000 units.
Define the decision variables for this situation.
Question
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.   Write a constraint that will ensure that Weithoff purchases exactly two machines.<div style=padding-top: 35px>
Write a constraint that will ensure that Weithoff purchases exactly two machines.
Question
In a ________ integer model, all decision variables have integer solution values.

A) total
B) 0-1
C) mixed
D) all of the above
Question
In a ________ integer model, some solution values for decision variables are integers and others can be non-integer.

A) total
B) 0-1
C) mixed
D) all of the above
Question

Max Z =   x1 + 6x2
Subject to: 17x1 + 8x2 ? 136
     3x1 + 4x2 ? 36
    x1, x2 ? 0 and integer

Find the optimal solution.
Question
You have been asked to select at least 3 out of 7 possible sites for oil exploration. Designate each site as S1, S2, S3, S4, S5, S6, and S7. The restrictions are:
Restriction 1. Evaluating sites S1 and S3 will prevent you from exploring site S7.
Restriction 2. Evaluating sites S2 or S4 will prevent you from assessing site S5.
Restriction 3. Of all the sites, at least 3 should be assessed.
Assuming that Si is a binary variable, write the constraint for the third restriction.
Question
Max Z = 3x1 + 5x2
Subject to: 7x1 + 12x2 ? 136
       3x1 + 5x2 ? 36
       x1, x2 ? 0 and integer

Find the optimal solution.
Question
Solve the following integer linear program graphically.
MAX Z = 5x1 + 8x2
s.t. x1 + x2 ? 6
   5x1 + 9x2 ? 45
   x1, x2 ? 0 and integer
Question
If a maximization linear programming problem consists of all less-than-or-equal-to constraints with all positive coefficients and the objective function consists of all positive objective function coefficients, then rounding down the linear programming optimal solution values of the decision variables will ________ result in a feasible solution to the integer linear programming problem.

A) always
B) sometimes
C) optimally
D) never
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Deck 5: Integer Programming
1
The management scientist's fiance informed him that if they were to be married, he would also have to welcome her mother into their home. The management scientist should model this decision as a contingency constraint.
False
2
In a problem involving capital budgeting applications, the 0-1 variables designate the acceptance or rejection of the different projects.
True
3
In a 0-1 integer model, the solution values of the decision variables are 0 or 1.
True
4
One type of constraint in an integer program is a multiple-choice constraint.
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5
The branch and bound solution method cannot be applied to 0-1 integer programming problems.
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6
In a mixed integer model, some solution values for decision variables are integer and others can be non-integer.
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7
The production planner for Airbus showed his boss the latest product mix suggestion from their slick new linear programming model: 12.5 model 320s and 17.4 model 340s. The boss looked over his glasses at the production planner and reminded him that they had several half airplanes from last year's production rusting in the parking lot. No one, it seems, is interested in half of an airplane. The production planner whipped out his red pen and crossed out the .5 and .4, turning the new plan into 12 model 320s and 17 model 340s. This production plan is definitely feasible.
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8
A conditional constraint specifies the conditions under which variables are integers or real variables.
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9
The divisibility assumption is violated by integer programming.
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10
In a total integer model, all decision variables have integer solution values.
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11
The three types of integer programming models are total, 0-1, and mixed.
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12
The branch and bound method can only be used for maximization integer programming problems.
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13
In a mixed integer model, the solution values of the decision variables are 0 or 1.
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14
In the classic game show Password, the suave, silver-haired host informed the contestants, "you can choose to pass or to play." This expression suggests a mixed integer model is most appropriate.
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15
Rounding non-integer solution values up to the nearest integer value can result in an infeasible solution to an integer programming problem.
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16
In a 0-1 integer programming problem involving a capital budgeting application (where xj = 1, if project j is selected, xj = 0, otherwise) the constraint x1 - x2 ≤ 0 implies that if project 2 is selected, project 1 cannot be selected.
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17
If exactly three projects are to be selected from a set of five projects, this would be written as three separate constraints in an integer program.
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18
A feasible solution to an integer programming problem is ensured by rounding down non-integer solution values.
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19
The college dean is deciding among three equally qualified (in their eyes, at least) candidates for his associate dean position. If this situation could be modeled as an integer program, the decision variables would be cast as 0-1 integer variables.
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20
In a mixed integer model, all decision variables have integer solution values.
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21
A rounded-down integer solution can result in a less than optimal solution to an integer programming problem.
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22
Rounding non-integer solution values up to the nearest integer value will still result in a feasible solution.
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23
The ________ method is based on the principle that the total set of fesible solutions can be partitioned into smaller subsets of solutions.
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24
"It's me or the cat!" the exasperated husband bellowed to his well-educated wife. "Hmmmm," she thought, "I could model this decision with a ________ constraint."
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25
If we are solving a 0-1 integer programming problem, the constraint x1 + x2 + x3 ≤ 3 is a mutually exclusive constraint.
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26
If we are solving a 0-1 integer programming problem, the constraint x1 ≤ x2 is a conditional constraint.
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27
In a ________ integer programming model, a solution of x2 = 7 is not possible.
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28
In a ________ linear programming model, the solution values of the decision variables are zero or one.
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29
If we are solving a 0-1 integer programming problem, the constraint x1 = x2 is a conditional constraint.
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30
In a ________ linear programming model, some of the solution values for the decision variables are required to assume integer values and others can be integer or noninteger.
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31
Rounding non-integer solution values up to the nearest integer value will result in an infeasible solution to an integer linear programming problem.
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32
If we are solving a 0-1 integer programming problem, the constraint x1 + x2 ≤ 1 is a mutually exclusive constraint.
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33
Rounding down integer solution values ensures an infeasible solution to an integer linear programming problem.
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34
If exactly one investment is to be selected from a set of five investment options, then the constraint is often called a ________ constraint.
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35
If we are solving a 0-1 integer programming problem, the constraint x1 + x2 = 1 is a mutually exclusive constraint.
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36
If we are solving a 0-1 integer programming problem, the constraint x1 ≤ x2 is a mutually exclusive constraint.
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37
An optimal solution to an integer programming problem is ensured by rounding down non-integer solution values.
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38
In choosing four electives from the dazzling array offered by the Decision Sciences Department next semester, the students that had already taken the management science class were able to craft a model using a ________ constraint.
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39
A ________ integer model allows for the possibility that some decision variables are not integers.
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40
If we graph the problem that requires x1 and x2 to be an integer, it has a feasible region consisting of ________.
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41
Consider a capital budgeting example with five projects from which to select. Let x1 = 1 if project a is selected, 0 if not, for a = 1, 2, 3, 4, 5. Projects cost $100, $200, $150, $75, and $300, respectively. The budget is $450.
Write the appropriate constraint for the following condition: If project 3 is chosen, project 4 must be chosen.
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42
Consider a capital budgeting example with five projects from which to select. Let x1 = 1 if project a is selected, 0 if not, for a = 1, 2, 3, 4, 5. Projects cost $100, $200, $150, $75, and $300, respectively. The budget is $450.
Write the appropriate constraint for the following condition: If project 1 is chosen, project 5 must not be chosen.
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43
Consider the following integer linear programming problem:
Max Z =   3x1 + 2x2
Subject to:  3x1 + 5x2 ? 30
      5x1 + 2x2 ? 28
        x1 ? 8
       x1, x2 ? 0 and integer
The solution to the linear programming formulation is: x1 = 5.714, x2 = 2.571.
What is the optimal solution to the integer linear programming problem?
State the optimal values of decision variables and the value of the objective function.
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44
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.   Write the objective function.
Write the objective function.
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45
________ variables are best suited to be the decision variables when dealing with yes-or-no decisions.
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46
The Exorbitant Course Fees. The $75 per credit hour course fee tacked on to all the MBA classes has generated a windfall of $56,250 in its first semester. "Now we just need to make sure we spend it all," the Assistant Dean cackled. She charged the Graduate Curriculum Committee with generating a shopping list before their next meeting. Four months later, the chairman of the committee distributed the following. As the professor for the quantitative modeling course, he tended to think in terms of decision variables, so he added the left-most column for ease of use.
The Exorbitant Course Fees. The $75 per credit hour course fee tacked on to all the MBA classes has generated a windfall of $56,250 in its first semester. Now we just need to make sure we spend it all, the Assistant Dean cackled. She charged the Graduate Curriculum Committee with generating a shopping list before their next meeting. Four months later, the chairman of the committee distributed the following. As the professor for the quantitative modeling course, he tended to think in terms of decision variables, so he added the left-most column for ease of use.   What is a full set of constraints for this problem if there are 30 MBA students enrolled this semester?
What is a full set of constraints for this problem if there are 30 MBA students enrolled this semester?
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47
Consider a capital budgeting example with five projects from which to select. Let x1 = 1 if project a is selected, 0 if not, for a = 1, 2, 3, 4, 5. Projects cost $100, $200, $150, $75, and $300, respectively. The budget is $450.

-Write the appropriate constraint for the following condition: Choose no fewer than 3 projects.
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48
If we are solving a 0-1 integer programming problem, the constraint x1 = x2 is a ________ constraint.
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49
If we are solving a 0-1 integer programming problem, the constraint x1 + x2 ≤ 1 is a ________ constraint.
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50
In an integer program, if building one facility required the construction of another type of facility, this would be written as: ________.
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51
In an integer program, if we were choosing between two locations to build a facility, this would be written as: ________.
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52
Saba conducts regular tours of his favorite city in the world, Paris. Each semester he selects among the finest students in the university and escorts them to the City of Lights. In addition to a world-class education on conducting business in Europe, he arranges a number of cultural outings for them to help them immerse themselves in all that France has to offer. He collects an extra $100 from each student for this purpose and limits his tour group to ten lucky individuals. Some of the events (and their prices) he proposes to the students include:
Eiffel Tower visit, $40 per student, E
Paris Sewer spelunking, $20 per student, S
Half day passes to the Louvre, $60 per student, L
Bon Beret tour, $50 per student, B
So much to do and so little time!
What is the full set of constraints if the following situations occur? The Eiffel Tower visit needed to take place at the same time has the half day at the Louvre. Students taking the Paris Sewer tour had to wear the special sanitary beret available only from the Bon Beret tour. Saba applies for university tarvel funds and supplements the students' accounts with an extra $30 each.
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53
If we are solving a 0-1 integer programming problem, the constraint x1 ≤ x2 is a ________ constraint.
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54
If one location for a warehouse can be selected only if a specific location for a manufacturing facility is also selected, this decision can be represented by a ________ constraint.
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55
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.   This problem requires two different kinds of decision variables. Clearly define each kind.
This problem requires two different kinds of decision variables. Clearly define each kind.
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56
Saba conducts regular tours of his favorite city in the world, Paris. Each semester he selects among the finest students in the university and escorts them to the City of Lights. In addition to a world-class education on conducting business in Europe, he arranges a number of cultural outings for them to help them immerse themselves in all that France has to offer. He collects an extra $100 from each student for this purpose and limits his tour group to ten lucky individuals. Some of the events (and their prices) he proposes to the students include:
Eiffel Tower visit, $40 per student, E
Paris Sewer spelunking, $20 per student, S
Half day passes to the Louvre, $60 per student, L
Bon Beret tour, $50 per student, B
So much to do and so little time!
The tour group has three days remaining in Paris and the opportunity to do three cultural events. It is important to soak up as much culture as possible, so Saba decides to model this as a 0-1 integer program mandating that the group does three events. A couple of students object, not to the integer program, but to the set of cultural events that they have to choose from. They would rather have the option to do up to three events but perhaps only one or two and spend the rest of their time doing some "retail benchmarking." What was Saba's original constraint and how does that constraint change to cater to the whims of the students?
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57
Saba conducts regular tours of his favorite city in the world, Paris. Each semester he selects among the finest students in the university and escorts them to the City of Lights. In addition to a world-class education on conducting business in Europe, he arranges a number of cultural outings for them to help them immerse themselves in all that France has to offer. He collects an extra $100 from each student for this purpose and limits his tour group to ten lucky individuals. Some of the events (and their prices) he proposes to the students include:
Eiffel Tower visit, $40 per student, E
Paris Sewer spelunking, $20 per student, S
Half day passes to the Louvre, $60 per student, L
Bon Beret tour, $50 per student, B
So much to do and so little time!
What would the constraints be if the Eiffel Tower visit needed to take place at the same time as the half day at the Louvre and if students taking the Paris Sewer tour had to wear the special sanitary beret available only from the Bon Beret tour?
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58
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.   Write a constraint to ensure that if machine 4 is used and machine 1 will not be used.
Write a constraint to ensure that if machine 4 is used and machine 1 will not be used.
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59
If we are solving a 0-1 integer programming problem, the constraint x1 + x2 = 1 is a ________ constraint.
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60
Consider the following integer linear programming problem:
Max Z = 3x1 + 2x2
Subject to: 3x1 + 5x2 ≤ 30
4x1 + 2x2 ≤ 28
x1 ≤ 8
x1 , x2 ≥ 0 and integer
The solution to the linear programming formulation is: x1 = 5.714, x2 = 2.571.
What is the optimal solution to the integer linear programming problem?
State the optimal values of decision variables and the value of the objective function.
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61
In a ________ integer model, the solution values of the decision variables are 0 or 1.

A) total
B) 0-1
C) mixed
D) all of the above
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62
You have been asked to select at least 3 out of 7 possible sites for oil exploration. Designate each site as S1, S2, S3, S4, S5, S6, and S7. The restrictions are:
Restriction 1. Evaluating sites S1 and S3 will prevent you from exploring site S7.
Restriction 2. Evaluating sites S2 or S4 will prevent you from assessing site S5.
Restriction 3. Of all the sites, at least 3 should be assessed.
Assuming that Si is a binary variable, write the constraint for the first restriction.
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63
Which of the following is not an integer linear programming problem?

A) pure integer
B) mixed integer
C) 0-1 integer
D) continuous
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64
Due to increased sales, a company is considering building three new distribution centers (DCs) to serve four regional sales areas. The annual cost to operate DC 1 is $500 (in thousands of dollars). The cost to operate DC 2 is $600 (in thousands of dollars.). The cost to operate DC 3 is $525 (in thousands of dollars). Assume that the variable cost of operating at each location is the same, and therefore not a consideration in making the location decision.
The table below shows the cost ($ per item) for shipping from each DC to each region.
Region
Due to increased sales, a company is considering building three new distribution centers (DCs) to serve four regional sales areas. The annual cost to operate DC 1 is $500 (in thousands of dollars). The cost to operate DC 2 is $600 (in thousands of dollars.). The cost to operate DC 3 is $525 (in thousands of dollars). Assume that the variable cost of operating at each location is the same, and therefore not a consideration in making the location decision. The table below shows the cost ($ per item) for shipping from each DC to each region. Region   The demand for region A is 70,000 units; for region B, 100,000 units; for region C, 50,000 units; and for region D, 80,000 units. Assume that the minimum capacity for the distribution center will be 500,000 units. Write the constraints for the three distribution centers. The demand for region A is 70,000 units; for region B, 100,000 units; for region C, 50,000 units; and for region D, 80,000 units. Assume that the minimum capacity for the distribution center will be 500,000 units.
Write the constraints for the three distribution centers.
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65
Due to increased sales, a company is considering building three new distribution centers (DCs) to serve four regional sales areas. The annual cost to operate DC 1 is $500 (in thousands of dollars). The cost to operate DC 2 is $600 (in thousands of dollars.). The cost to operate DC 3 is $525 (in thousands of dollars). Assume that the variable cost of operating at each location is the same, and therefore not a consideration in making the location decision.
The table below shows the cost ($ per item) for shipping from each DC to each region.
Region
Due to increased sales, a company is considering building three new distribution centers (DCs) to serve four regional sales areas. The annual cost to operate DC 1 is $500 (in thousands of dollars). The cost to operate DC 2 is $600 (in thousands of dollars.). The cost to operate DC 3 is $525 (in thousands of dollars). Assume that the variable cost of operating at each location is the same, and therefore not a consideration in making the location decision. The table below shows the cost ($ per item) for shipping from each DC to each region. Region   The demand for region A is 70,000 units; for region B, 100,000 units; for region C, 50,000 units; and for region D, 80,000 units. Assume that the minimum capacity for the distribution center will be 500,000 units. Write the objective function for this problem. The demand for region A is 70,000 units; for region B, 100,000 units; for region C, 50,000 units; and for region D, 80,000 units. Assume that the minimum capacity for the distribution center will be 500,000 units.
Write the objective function for this problem.
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66
Types of integer programming models are ________.

A) total
B) 0-1
C) mixed
D) all of the above
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67
Binary variables are

A) 0 or 1 only.
B) any integer value.
C) any continuous value.
D) any negative integer value.
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68
You have been asked to select at least 3 out of 7 possible sites for oil exploration. Designate each site as S1, S2, S3, S4, S5, S6, and S7. The restrictions are:
Restriction 1. Evaluating sites S1 and S3 will prevent you from exploring site S7.
Restriction 2. Evaluating sites S2 or S4 will prevent you from assessing site S5.
Restriction 3. Of all the sites, at least 3 should be assessed.
Assuming that Si is a binary variable, write the constraint(s) for the second restriction.
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69
If the solution values of a linear program are rounded in order to obtain an integer solution, the solution is

A) always optimal and feasible.
B) sometimes optimal and feasible.
C) always feasible.
D) never optimal and feasible.
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70
If a maximization linear programming problem consists of all less-than-or-equal-to constraints with all positive coefficients and the objective function consists of all positive objective function coefficients, then rounding down the linear programming optimal solution values of the decision variables will ________ result in a(n) ________ solution to the integer linear programming problem.

A) always, optimal
B) always, non-optimal
C) never, non-optimal
D) sometimes, optimal
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71
The branch and bound method of solving linear integer programming problems is

A) an integer method.
B) a relaxation method.
C) a graphical solution.
D) an enumeration method.
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72
Due to increased sales, a company is considering building three new distribution centers (DCs) to serve four regional sales areas. The annual cost to operate DC 1 is $500 (in thousands of dollars). The cost to operate DC 2 is $600 (in thousands of dollars.). The cost to operate DC 3 is $525 (in thousands of dollars). Assume that the variable cost of operating at each location is the same, and therefore not a consideration in making the location decision.
The table below shows the cost ($ per item) for shipping from each DC to each region.
Region
Due to increased sales, a company is considering building three new distribution centers (DCs) to serve four regional sales areas. The annual cost to operate DC 1 is $500 (in thousands of dollars). The cost to operate DC 2 is $600 (in thousands of dollars.). The cost to operate DC 3 is $525 (in thousands of dollars). Assume that the variable cost of operating at each location is the same, and therefore not a consideration in making the location decision. The table below shows the cost ($ per item) for shipping from each DC to each region. Region   The demand for region A is 70,000 units; for region B, 100,000 units; for region C, 50,000 units; and for region D, 80,000 units. Assume that the minimum capacity for the distribution center will be 500,000 units. Define the decision variables for this situation. The demand for region A is 70,000 units; for region B, 100,000 units; for region C, 50,000 units; and for region D, 80,000 units. Assume that the minimum capacity for the distribution center will be 500,000 units.
Define the decision variables for this situation.
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73
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.
The Wiethoff Company has a contract to produce 10,000 garden hoses for a customer. Wiethoff has four different machines that can produce this kind of hose. Because these machines are from different manufacturers and use differing technologies, their specifications are not the same.   Write a constraint that will ensure that Weithoff purchases exactly two machines.
Write a constraint that will ensure that Weithoff purchases exactly two machines.
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74
In a ________ integer model, all decision variables have integer solution values.

A) total
B) 0-1
C) mixed
D) all of the above
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75
In a ________ integer model, some solution values for decision variables are integers and others can be non-integer.

A) total
B) 0-1
C) mixed
D) all of the above
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76

Max Z =   x1 + 6x2
Subject to: 17x1 + 8x2 ? 136
     3x1 + 4x2 ? 36
    x1, x2 ? 0 and integer

Find the optimal solution.
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77
You have been asked to select at least 3 out of 7 possible sites for oil exploration. Designate each site as S1, S2, S3, S4, S5, S6, and S7. The restrictions are:
Restriction 1. Evaluating sites S1 and S3 will prevent you from exploring site S7.
Restriction 2. Evaluating sites S2 or S4 will prevent you from assessing site S5.
Restriction 3. Of all the sites, at least 3 should be assessed.
Assuming that Si is a binary variable, write the constraint for the third restriction.
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78
Max Z = 3x1 + 5x2
Subject to: 7x1 + 12x2 ? 136
       3x1 + 5x2 ? 36
       x1, x2 ? 0 and integer

Find the optimal solution.
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79
Solve the following integer linear program graphically.
MAX Z = 5x1 + 8x2
s.t. x1 + x2 ? 6
   5x1 + 9x2 ? 45
   x1, x2 ? 0 and integer
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80
If a maximization linear programming problem consists of all less-than-or-equal-to constraints with all positive coefficients and the objective function consists of all positive objective function coefficients, then rounding down the linear programming optimal solution values of the decision variables will ________ result in a feasible solution to the integer linear programming problem.

A) always
B) sometimes
C) optimally
D) never
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