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:
P=x1+x2P = x_1 + x_2

Subject to:
2x1+x242x_1 + x_2 \leq 4
x1+2x23x_1 + 2x_2 \leq 3
x1,x20x_1, x_2 \geq 0

2. Introduce Slack Variables

For each inequality constraint, we introduce a slack variable to convert the inequalities into equalities:

  • The first constraint 2x1+x242x_1 + x_2 \leq 4 becomes: 2x1+x2+s1=42x_1 + x_2 + s_1 = 4 where s1s_1 is the slack variable associated with the first constraint.

  • The second constraint x1+2x23x_1 + 2x_2 \leq 3 becomes: x1+2x2+s2=3x_1 + 2x_2 + s_2 = 3 where s2s_2 is the slack variable associated with the second constraint.

3. Rewriting the Objective Function

The objective function remains the same: P=x1+x2P = x_1 + x_2

However, for the simplex method, we typically express it in terms of a maximization form with 0 on the right side: Maximize Z=x1+x2\text{Maximize } Z = x_1 + x_2
and the constraints become:

  1. 2x1+x2+s1=42x_1 + x_2 + s_1 = 4
  2. x1+2x2+s2=3x_1 + 2x_2 + s_2 = 3

4. Initial Simplex Tableau

Now we can set up the initial simplex tableau. The columns correspond to the variables x1x_1, x2x_2, s1s_1, s2s_2, and the right-hand side (RHS) values (the constants from the equations):

Basic Varx1x_1x2x_2s1s_1s2s_2RHS
s1s_121104
s2s_212013
Z-1-1000

Explanation:

  • The basic variables s1s_1 and s2s_2 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:

  1. How do you perform the simplex method from this initial tableau?
  2. How do you interpret the simplex tableau at each iteration?
  3. What are the conditions for the optimal solution in the simplex method?
  4. What happens if there are multiple optimal solutions in the simplex method?
  5. 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