Math Problem Statement

Use the simplex method to maximize z = 4x1 + 6x2 subject to -x1 + x2 <= 11, -x1 + x2 <= 27, 2x1 + 5x2 <= 90, with x1 >= 0 and x2 >= 0.

Solution

This problem asks to solve a linear programming (LP) problem using the simplex method. Here's a summary of the task:

Problem:

  • Objective: Maximize z=4x1+6x2z = 4x_1 + 6x_2
  • Subject to constraints: x1+x211-x_1 + x_2 \leq 11 x1+x227-x_1 + x_2 \leq 27 2x1+5x2902x_1 + 5x_2 \leq 90 x10,x20x_1 \geq 0, \quad x_2 \geq 0

Steps to solve using the simplex method:

  1. Convert inequalities to equalities by adding slack variables:

    • Add slack variables s1s_1, s2s_2, and s3s_3 for each inequality constraint to convert them into equalities.

    x1+x2+s1=11-x_1 + x_2 + s_1 = 11 x1+x2+s2=27-x_1 + x_2 + s_2 = 27 2x1+5x2+s3=902x_1 + 5x_2 + s_3 = 90

  2. Set up the initial simplex tableau: The tableau will include the objective function and the constraints with the slack variables.

  3. Iterate through the simplex method:

    • Identify the entering variable (the variable with the most positive coefficient in the objective function row).
    • Identify the leaving variable (the row with the smallest positive ratio of the right-hand side to the entering variable’s coefficient).
    • Perform row operations to pivot and update the tableau.
  4. Repeat until optimal solution is found.

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Math Problem Analysis

Mathematical Concepts

Linear Programming
Simplex Method
Optimization

Formulas

Objective function: z = 4x1 + 6x2
Constraints: -x1 + x2 <= 11, -x1 + x2 <= 27, 2x1 + 5x2 <= 90

Theorems

Simplex Method

Suitable Grade Level

Undergraduate