Math Problem Statement
Rewrite the following linear programming problem using slack variables, and determine the initial simplex tableau. MaximizeP=x1+x2,Subject to:2x1+x2≤4x1+2x2≤3x1,x2≥0.
Select the correct formulation from the choices below.
Solution
To rewrite the given linear programming problem using slack variables and determine the initial simplex tableau, follow these steps:
1. Problem Formulation
Given the problem:
Maximize:
Subject to:
2. Introduce Slack Variables
For each inequality constraint, we introduce a slack variable to convert the inequalities into equalities:
-
The first constraint becomes: where is the slack variable associated with the first constraint.
-
The second constraint becomes: where is the slack variable associated with the second constraint.
3. Rewriting the Objective Function
The objective function remains the same:
However, for the simplex method, we typically express it in terms of a maximization form with 0 on the right side:
and the constraints become:
4. Initial Simplex Tableau
Now we can set up the initial simplex tableau. The columns correspond to the variables , , , , and the right-hand side (RHS) values (the constants from the equations):
Basic Var | RHS | ||||
---|---|---|---|---|---|
2 | 1 | 1 | 0 | 4 | |
1 | 2 | 0 | 1 | 3 | |
Z | -1 | -1 | 0 | 0 | 0 |
Explanation:
- The basic variables and are initially in the solution.
- The coefficients for the objective function row (Z) are negated because we are solving for a maximization problem.
- The right-hand side (RHS) column contains the constants from the constraints.
Conclusion:
This is the correct formulation of the problem using slack variables, and the initial simplex tableau has been set up. If you'd like to proceed with the simplex method or have any further questions about this, feel free to ask!
Follow-up Questions:
- How do you perform the simplex method from this initial tableau?
- How do you interpret the simplex tableau at each iteration?
- What are the conditions for the optimal solution in the simplex method?
- What happens if there are multiple optimal solutions in the simplex method?
- How do we handle a degenerate solution in the simplex method?
Tip:
Remember that introducing slack variables is essential to convert inequalities into equalities for the simplex method to work properly.
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Math Problem Analysis
Mathematical Concepts
Linear Programming
Simplex Method
Slack Variables
Formulas
Maximize P = x1 + x2
2x1 + x2 + s1 = 4
x1 + 2x2 + s2 = 3
Theorems
Simplex Method
Suitable Grade Level
Grades 11-12
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