Deck 17: Linear Programming: Simplex Method

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سؤال
The coefficient of an artificial variable in the objective function is zero.
استخدم زر المسافة أو
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سؤال
If a variable is not in the basis, its value is 0.
سؤال
When a set of simultaneous equations has more variables than constraints,

A) it is a basic set.
B) it is a feasible set.
C) there is a unique solution.
D) there are many solutions.
سؤال
In a simplex tableau, there is a variable associated with each column and both a constraint and a basic variable associated with each row.
سؤال
The purpose of row operations is to create a unit column for the entering variable while maintaining unit columns for the remaining basic variables.
سؤال
The basic solution to a problem with three equations and four variables would assign a value of 0 to

A) 0 variables.
B) 1 variable.
C) 3 variables.
D) 7 variables.
سؤال
Coefficients in a nonbasic column in a simplex tableau indicate the amount of decrease in the current basic variables when the value of the nonbasic variable is increased from 0 to 1.
سؤال
A basic solution and a basic feasible solution

A) are the same thing.
B) differ in the number of variables allowed to be zero.
C) describe interior points and exterior points, respectively.
D) differ in their inclusion of nonnegativity restrictions.
سؤال
Artificial variables are added for the purpose of obtaining an initial basic feasible solution.
سؤال
To determine a basic solution set of n−m, the variables equal to zero and solve the m linear constraint equations for the remaining m variables.
سؤال
The variable to remove from the current basis is the variable with the smallest positive cj − zj value.
سؤال
At each iteration of the simplex procedure, a new variable becomes basic and a currently basic variable becomes nonbasic, preserving the same number of basic variables and improving the value of the objective function.
سؤال
When a system of simultaneous equations has more variables than equations, there is a unique solution.
سؤال
A solution is optimal when all values in the cj − zj row of the simplex tableau are either zero or positive.
سؤال
A basic feasible solution satisfies the nonnegativity restriction.
سؤال
The variable to enter into the basis is the variable with the largest positive cj − zj value.
سؤال
Every extreme point of the graph of a two variable linear programming problem is a basic feasible solution.
سؤال
Which is not required for a problem to be in tableau form?

A) Each constraint must be written as an equation.
B) Each of the original decision variables must have a coefficient of 1 in one equation and 0 in every other equation.
C) There is exactly one basic variable in each constraint.
D) The right-hand side of each constraint must be nonnegative.
سؤال
We recognize infeasibility when one or more of the artificial variables do not remain in the solution at a positive value.
سؤال
Algebraic methods such as the simplex method are used to solve

A) nonlinear programming problems.
B) any size linear programming problem.
C) programming problems under uncertainty.
D) graphical models.
سؤال
Write the following problem in tableau form. Which variables would be in the initial basis?
Max
x1 + 2x2
s.t.
3x1 + 4x2 ≤ 100
2x1 + 3.5x2 ≥ 60
2x1 − 1x2 = 4
x1 , x2 ≥ 0
سؤال
Infeasibility exists when one or more of the artificial variables

A) remain in the final solution as a negative value.
B) remain in the final solution as a positive value.
C) have been removed from the basis.
D) remain in the basis.
سؤال
A simplex tableau is shown below. A simplex tableau is shown below.   ​ a. Do one more iteration of the simplex procedure. b. What is the current complete solution? c. Is this solution optimal? Why or why not?<div style=padding-top: 35px>
a.
Do one more iteration of the simplex procedure.
b.
What is the current complete solution?
c.
Is this solution optimal? Why or why not?
سؤال
Comment on the solution shown in this simplex tableau. Comment on the solution shown in this simplex tableau.  <div style=padding-top: 35px>
سؤال
Unit columns are used to identify

A) the tableau.
B) the c row.
C) the b column.
D) the basic variables.
سؤال
In the simplex method, a tableau is optimal only if all the cj − zj values are

A) zero or negative.
B) zero.
C) negative and nonzero.
D) positive and nonzero.
سؤال
The values in the cj − zj , or net evaluation, row indicate

A) the value of the objective function.
B) the decrease in value of the objective function that will result if one unit of the variable corresponding to the jth column of the A matrix is brought into the basis.
C) the net change in the value of the objective function that will result if one unit of the variable corresponding to the jth column of the A matrix is brought into the basis.
D) the values of the decision variables.
سؤال
Given the following initial simplex tableau Given the following initial simplex tableau   ​ a.What variables form the basis? b.What are the current values of the decision variables? c.What is the current value of the objective function? d.Which variable will be made positive next, and what will its value be?Which variable that is currently positive will become 0? f.What value will the objective function have next?<div style=padding-top: 35px>
a.What variables form the basis?
b.What are the current values of the decision variables?
c.What is the current value of the objective function?
d.Which variable will be made positive next, and what will its value be?Which variable that is currently positive will become 0?
f.What value will the objective function have next?
سؤال
Determine from a review of the following tableau whether the linear programming problem has multiple optimal solutions. Determine from a review of the following tableau whether the linear programming problem has multiple optimal solutions.  <div style=padding-top: 35px>
سؤال
A simplex table is shown below. A simplex table is shown below.   ​ a.What is the current complete solution? b.The 32/5 for z<sub>1</sub> is composed of 0 + 8(4/5) + 0. Explain the meaning of this number. c.Explain the meaning of the −12/5 value for c <sub>2</sub> − z<sub>2</sub>.<div style=padding-top: 35px>
a.What is the current complete solution?
b.The 32/5 for z1 is composed of 0 + 8(4/5) + 0. Explain the meaning of this number.
c.Explain the meaning of the −12/5 value for c 2 − z2.
سؤال
What coefficient is assigned to an artificial variable in the objective function?

A) zero.
B) one.
C) a very large negative number.
D) a very large positive number.
سؤال
A minimization problem with four decision variables, two greater-than-or-equal-to constraints, and one equality constraint will have

A) 2 surplus variables, 3 artificial variables, and 3 variables in the basis.
B) 4 surplus variables, 2 artificial variables, and 4 variables in the basis.
C) 3 surplus variables, 3 artificial variables, and 4 variables in the basis.
D) 2 surplus variables, 2 artificial variables, and 3 variables in the basis.
سؤال
Write the following problem in tableau form. Which variables would be in the initial basic solution?
Min Z
= −3x1 + x2 + x3
s.t.
x1 − 2x2 + x3 ≤ 11
−4 x1 + x2 + 2x3 ≥ 3
2x1 − x3 ≥ −1
سؤال
The purpose of the tableau form is to provide

A) infeasible solution.
B) optimal infeasible solution.
C) initial basic feasible solution.
D) degenerate solution.
سؤال
An alternative optimal solution is indicated when in the simplex tableau

A) a non-basic variable has a value of zero in the cj − zj row.
B) a basic variable has a positive value in the cj − zj row.
C) a basic variable has a value of zero in the cj − zj row.
D) a non-basic variable has a positive value in the cj − zj row.
سؤال
Write the following problem in tableau form. Which variables would be in the initial basic solution?
Min Z =
3x1 + 8x2
s.t.
x1 + x2 ≤ 200
x1 ≤ 80
x2 ≤ 60
سؤال
When there is a tie between two or more variables for removal from the simplex tableau,

A) post-optimality analysis is required.
B) their dual prices will be equal.
C) converting the pivot element will break the tie.
D) a condition of degeneracy is present.
سؤال
Solve the following problem by the simplex method.
Max
14x1 + 14.5x2 + 18x3
s.t.
x1 + 2x2 + 2.5x3 ≤ 50
x1 + x2 + 1.5x3 ≤ 30
x1 , x2 , x3 ≥ 0
سؤال
Solve the following problem by the simplex method.
Max
100x1 + 120x2 + 85x3
s.t.
3x1 + 1x2 + 6x3 ≤ 120
5x1 + 8x2 + 2x3 ≤ 160
x1 , x2 , x3 ≥ 0
سؤال
Which of the following is not a step that is necessary to prepare a linear programming problem for solution using the simplex method?

A) formulate the problem.
B) set up the standard form by adding slack and/or subtracting surplus variables.
C) perform elementary row and column operations.
D) set up the tableau form.
سؤال
​What is the criterion for entering a new variable into the basis?
سؤال
​A manager for a food company is putting together a buffet and she is trying to determine the best mix of

crab and steak to be served. Below are variable definitions she developed including vitamin, mineral and protein requirements. Also included below is an optimal simplex tableau she obtained from her
computations. She is interested in interpreting what it means.

Variable definitions:
xl = amount of crab (oz) to be served per buffet batch
x2 = amount of steak (oz) to be served per buffet batch
s1 = vitamin A units provided in excess of requirements
s2 = mineral units provided in excess of requirements
s3 = protein units provided in excess of requirements
Optimal tableau ​A manager for a food company is putting together a buffet and she is trying to determine the best mix of ​ crab and steak to be served. Below are variable definitions she developed including vitamin, mineral and protein requirements. Also included below is an optimal simplex tableau she obtained from her computations. She is interested in interpreting what it means. ​ Variable definitions: x<sub>l</sub> = amount of crab (oz) to be served per buffet batch x<sub>2</sub> = amount of steak (oz) to be served per buffet batch s<sub>1</sub> = vitamin A units provided in excess of requirements s<sub>2</sub> = mineral units provided in excess of requirements s<sub>3</sub> = protein units provided in excess of requirements Optimal tableau   ​<div style=padding-top: 35px>
سؤال
What is an artificial variable? Why is it necessary?
سؤال
​Describe and illustrate graphically the special cases that can occur in a linear programming solution. What clues for these cases does the simplex procedure supply?
سؤال
​A student in a Management Science class developed this initial tableau for a maximization problem and ​
now wants to perform row operations to obtain the next tableau and check for an optimal solution.
​A student in a Management Science class developed this initial tableau for a maximization problem and ​ now wants to perform row operations to obtain the next tableau and check for an optimal solution. ​   ​<div style=padding-top: 35px>
سؤال
​For each of the special cases of infeasibility, unboundedness, and alternate optimal solutions, tell what you would do next with your linear programming model if the case occurred.
سؤال
​List the steps to get a problem formulation to tableau form.
سؤال
Comment on the solution shown in this simplex tableau. Comment on the solution shown in this simplex tableau.  <div style=padding-top: 35px>
سؤال
Comment on the solution shown in this simplex tableau. Comment on the solution shown in this simplex tableau.  <div style=padding-top: 35px>
سؤال
​The operations research analyst for a big manufacturing firm in Oregon developed the following variable definitions for a LP maximization problem she was working on. The company was trying to determine how many consoles of each model to produce next week given each console had to go through three production departments. She obtained the following optimal simplex tableau for the problem and wanted to interpret its meaning.
Variable definitions:
xl = number of model 1 consoles produced
x2 = number of model 2 consoles produced
s1 = unused personnel hours in department 1
s2 = unused personnel hours in department 2
s3 = unused personnel hours in department 3
objective function = total profit on model 1 and model 2 consoles produced in the coming week

Optimal tableau ​The operations research analyst for a big manufacturing firm in Oregon developed the following variable definitions for a LP maximization problem she was working on. The company was trying to determine how many consoles of each model to produce next week given each console had to go through three production departments. She obtained the following optimal simplex tableau for the problem and wanted to interpret its meaning. Variable definitions: x<sub>l</sub> = number of model 1 consoles produced x<sub>2</sub> = number of model 2 consoles produced s<sub>1</sub> = unused personnel hours in department 1 s<sub>2</sub> = unused personnel hours in department 2 s<sub>3</sub> = unused personnel hours in department 3 objective function = total profit on model 1 and model 2 consoles produced in the coming week ​ Optimal tableau   ​<div style=padding-top: 35px>
سؤال
​What is degeneracy and what can be done in the simplex procedure to overcome the problem?
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Deck 17: Linear Programming: Simplex Method
1
The coefficient of an artificial variable in the objective function is zero.
False
2
If a variable is not in the basis, its value is 0.
True
3
When a set of simultaneous equations has more variables than constraints,

A) it is a basic set.
B) it is a feasible set.
C) there is a unique solution.
D) there are many solutions.
D
4
In a simplex tableau, there is a variable associated with each column and both a constraint and a basic variable associated with each row.
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5
The purpose of row operations is to create a unit column for the entering variable while maintaining unit columns for the remaining basic variables.
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6
The basic solution to a problem with three equations and four variables would assign a value of 0 to

A) 0 variables.
B) 1 variable.
C) 3 variables.
D) 7 variables.
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7
Coefficients in a nonbasic column in a simplex tableau indicate the amount of decrease in the current basic variables when the value of the nonbasic variable is increased from 0 to 1.
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8
A basic solution and a basic feasible solution

A) are the same thing.
B) differ in the number of variables allowed to be zero.
C) describe interior points and exterior points, respectively.
D) differ in their inclusion of nonnegativity restrictions.
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9
Artificial variables are added for the purpose of obtaining an initial basic feasible solution.
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10
To determine a basic solution set of n−m, the variables equal to zero and solve the m linear constraint equations for the remaining m variables.
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11
The variable to remove from the current basis is the variable with the smallest positive cj − zj value.
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12
At each iteration of the simplex procedure, a new variable becomes basic and a currently basic variable becomes nonbasic, preserving the same number of basic variables and improving the value of the objective function.
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13
When a system of simultaneous equations has more variables than equations, there is a unique solution.
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14
A solution is optimal when all values in the cj − zj row of the simplex tableau are either zero or positive.
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15
A basic feasible solution satisfies the nonnegativity restriction.
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16
The variable to enter into the basis is the variable with the largest positive cj − zj value.
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17
Every extreme point of the graph of a two variable linear programming problem is a basic feasible solution.
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18
Which is not required for a problem to be in tableau form?

A) Each constraint must be written as an equation.
B) Each of the original decision variables must have a coefficient of 1 in one equation and 0 in every other equation.
C) There is exactly one basic variable in each constraint.
D) The right-hand side of each constraint must be nonnegative.
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19
We recognize infeasibility when one or more of the artificial variables do not remain in the solution at a positive value.
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20
Algebraic methods such as the simplex method are used to solve

A) nonlinear programming problems.
B) any size linear programming problem.
C) programming problems under uncertainty.
D) graphical models.
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21
Write the following problem in tableau form. Which variables would be in the initial basis?
Max
x1 + 2x2
s.t.
3x1 + 4x2 ≤ 100
2x1 + 3.5x2 ≥ 60
2x1 − 1x2 = 4
x1 , x2 ≥ 0
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22
Infeasibility exists when one or more of the artificial variables

A) remain in the final solution as a negative value.
B) remain in the final solution as a positive value.
C) have been removed from the basis.
D) remain in the basis.
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23
A simplex tableau is shown below. A simplex tableau is shown below.   ​ a. Do one more iteration of the simplex procedure. b. What is the current complete solution? c. Is this solution optimal? Why or why not?
a.
Do one more iteration of the simplex procedure.
b.
What is the current complete solution?
c.
Is this solution optimal? Why or why not?
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24
Comment on the solution shown in this simplex tableau. Comment on the solution shown in this simplex tableau.
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25
Unit columns are used to identify

A) the tableau.
B) the c row.
C) the b column.
D) the basic variables.
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26
In the simplex method, a tableau is optimal only if all the cj − zj values are

A) zero or negative.
B) zero.
C) negative and nonzero.
D) positive and nonzero.
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27
The values in the cj − zj , or net evaluation, row indicate

A) the value of the objective function.
B) the decrease in value of the objective function that will result if one unit of the variable corresponding to the jth column of the A matrix is brought into the basis.
C) the net change in the value of the objective function that will result if one unit of the variable corresponding to the jth column of the A matrix is brought into the basis.
D) the values of the decision variables.
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28
Given the following initial simplex tableau Given the following initial simplex tableau   ​ a.What variables form the basis? b.What are the current values of the decision variables? c.What is the current value of the objective function? d.Which variable will be made positive next, and what will its value be?Which variable that is currently positive will become 0? f.What value will the objective function have next?
a.What variables form the basis?
b.What are the current values of the decision variables?
c.What is the current value of the objective function?
d.Which variable will be made positive next, and what will its value be?Which variable that is currently positive will become 0?
f.What value will the objective function have next?
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29
Determine from a review of the following tableau whether the linear programming problem has multiple optimal solutions. Determine from a review of the following tableau whether the linear programming problem has multiple optimal solutions.
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30
A simplex table is shown below. A simplex table is shown below.   ​ a.What is the current complete solution? b.The 32/5 for z<sub>1</sub> is composed of 0 + 8(4/5) + 0. Explain the meaning of this number. c.Explain the meaning of the −12/5 value for c <sub>2</sub> − z<sub>2</sub>.
a.What is the current complete solution?
b.The 32/5 for z1 is composed of 0 + 8(4/5) + 0. Explain the meaning of this number.
c.Explain the meaning of the −12/5 value for c 2 − z2.
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31
What coefficient is assigned to an artificial variable in the objective function?

A) zero.
B) one.
C) a very large negative number.
D) a very large positive number.
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32
A minimization problem with four decision variables, two greater-than-or-equal-to constraints, and one equality constraint will have

A) 2 surplus variables, 3 artificial variables, and 3 variables in the basis.
B) 4 surplus variables, 2 artificial variables, and 4 variables in the basis.
C) 3 surplus variables, 3 artificial variables, and 4 variables in the basis.
D) 2 surplus variables, 2 artificial variables, and 3 variables in the basis.
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33
Write the following problem in tableau form. Which variables would be in the initial basic solution?
Min Z
= −3x1 + x2 + x3
s.t.
x1 − 2x2 + x3 ≤ 11
−4 x1 + x2 + 2x3 ≥ 3
2x1 − x3 ≥ −1
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34
The purpose of the tableau form is to provide

A) infeasible solution.
B) optimal infeasible solution.
C) initial basic feasible solution.
D) degenerate solution.
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35
An alternative optimal solution is indicated when in the simplex tableau

A) a non-basic variable has a value of zero in the cj − zj row.
B) a basic variable has a positive value in the cj − zj row.
C) a basic variable has a value of zero in the cj − zj row.
D) a non-basic variable has a positive value in the cj − zj row.
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36
Write the following problem in tableau form. Which variables would be in the initial basic solution?
Min Z =
3x1 + 8x2
s.t.
x1 + x2 ≤ 200
x1 ≤ 80
x2 ≤ 60
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37
When there is a tie between two or more variables for removal from the simplex tableau,

A) post-optimality analysis is required.
B) their dual prices will be equal.
C) converting the pivot element will break the tie.
D) a condition of degeneracy is present.
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38
Solve the following problem by the simplex method.
Max
14x1 + 14.5x2 + 18x3
s.t.
x1 + 2x2 + 2.5x3 ≤ 50
x1 + x2 + 1.5x3 ≤ 30
x1 , x2 , x3 ≥ 0
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39
Solve the following problem by the simplex method.
Max
100x1 + 120x2 + 85x3
s.t.
3x1 + 1x2 + 6x3 ≤ 120
5x1 + 8x2 + 2x3 ≤ 160
x1 , x2 , x3 ≥ 0
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40
Which of the following is not a step that is necessary to prepare a linear programming problem for solution using the simplex method?

A) formulate the problem.
B) set up the standard form by adding slack and/or subtracting surplus variables.
C) perform elementary row and column operations.
D) set up the tableau form.
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41
​What is the criterion for entering a new variable into the basis?
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42
​A manager for a food company is putting together a buffet and she is trying to determine the best mix of

crab and steak to be served. Below are variable definitions she developed including vitamin, mineral and protein requirements. Also included below is an optimal simplex tableau she obtained from her
computations. She is interested in interpreting what it means.

Variable definitions:
xl = amount of crab (oz) to be served per buffet batch
x2 = amount of steak (oz) to be served per buffet batch
s1 = vitamin A units provided in excess of requirements
s2 = mineral units provided in excess of requirements
s3 = protein units provided in excess of requirements
Optimal tableau ​A manager for a food company is putting together a buffet and she is trying to determine the best mix of ​ crab and steak to be served. Below are variable definitions she developed including vitamin, mineral and protein requirements. Also included below is an optimal simplex tableau she obtained from her computations. She is interested in interpreting what it means. ​ Variable definitions: x<sub>l</sub> = amount of crab (oz) to be served per buffet batch x<sub>2</sub> = amount of steak (oz) to be served per buffet batch s<sub>1</sub> = vitamin A units provided in excess of requirements s<sub>2</sub> = mineral units provided in excess of requirements s<sub>3</sub> = protein units provided in excess of requirements Optimal tableau   ​
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43
What is an artificial variable? Why is it necessary?
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44
​Describe and illustrate graphically the special cases that can occur in a linear programming solution. What clues for these cases does the simplex procedure supply?
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45
​A student in a Management Science class developed this initial tableau for a maximization problem and ​
now wants to perform row operations to obtain the next tableau and check for an optimal solution.
​A student in a Management Science class developed this initial tableau for a maximization problem and ​ now wants to perform row operations to obtain the next tableau and check for an optimal solution. ​   ​
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46
​For each of the special cases of infeasibility, unboundedness, and alternate optimal solutions, tell what you would do next with your linear programming model if the case occurred.
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47
​List the steps to get a problem formulation to tableau form.
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48
Comment on the solution shown in this simplex tableau. Comment on the solution shown in this simplex tableau.
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49
Comment on the solution shown in this simplex tableau. Comment on the solution shown in this simplex tableau.
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50
​The operations research analyst for a big manufacturing firm in Oregon developed the following variable definitions for a LP maximization problem she was working on. The company was trying to determine how many consoles of each model to produce next week given each console had to go through three production departments. She obtained the following optimal simplex tableau for the problem and wanted to interpret its meaning.
Variable definitions:
xl = number of model 1 consoles produced
x2 = number of model 2 consoles produced
s1 = unused personnel hours in department 1
s2 = unused personnel hours in department 2
s3 = unused personnel hours in department 3
objective function = total profit on model 1 and model 2 consoles produced in the coming week

Optimal tableau ​The operations research analyst for a big manufacturing firm in Oregon developed the following variable definitions for a LP maximization problem she was working on. The company was trying to determine how many consoles of each model to produce next week given each console had to go through three production departments. She obtained the following optimal simplex tableau for the problem and wanted to interpret its meaning. Variable definitions: x<sub>l</sub> = number of model 1 consoles produced x<sub>2</sub> = number of model 2 consoles produced s<sub>1</sub> = unused personnel hours in department 1 s<sub>2</sub> = unused personnel hours in department 2 s<sub>3</sub> = unused personnel hours in department 3 objective function = total profit on model 1 and model 2 consoles produced in the coming week ​ Optimal tableau   ​
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51
​What is degeneracy and what can be done in the simplex procedure to overcome the problem?
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