Math Problem Statement

Solve the linear programming problem using the simplex method. Maximize P = -x1 + 2x2 subject to: -x1 + x2 ≤ 2, -x1 + 3x2 ≤ 14, x1 + 4x2 ≤ 10, x1, x2 ≥ 0.

Solution

To solve this linear programming problem using the simplex method, follow these steps:

Problem Setup:

Objective Function: P=x1+2x2P = -x_1 + 2x_2

Constraints:

  1. x1+x22-x_1 + x_2 \leq 2
  2. x1+3x214-x_1 + 3x_2 \leq 14
  3. x1+4x210x_1 + 4x_2 \leq 10
  4. x1,x20x_1, x_2 \geq 0

Step-by-Step Solution Using the Simplex Method:

  1. Convert inequalities to equalities by adding slack variables. Let s1,s2,s30s_1, s_2, s_3 \geq 0 be slack variables.

    • x1+x2+s1=2-x_1 + x_2 + s_1 = 2
    • x1+3x2+s2=14-x_1 + 3x_2 + s_2 = 14
    • x1+4x2+s3=10x_1 + 4x_2 + s_3 = 10
  2. Initial Simplex Tableau:

Basic Variablex1x_1x2x_2s1s_1s2s_2s3s_3RHS
s1s_11-11111000022
s2s_21-1330011001414
s3s_311440000111010
Z (Objective Function)112-200000000
  1. Pivot and Iterate:

    • Identify the pivot column (most negative coefficient in the objective row, indicating increase in PP).
    • Calculate pivot row using the minimum ratio test.
    • Perform row operations to make the pivot element 1 and other elements in the column 0.
    • Update tableau and repeat until all entries in the objective row are non-negative.
  2. Find Solution:

    • After final tableau, determine the values of x1x_1, x2x_2, and slack variables.
    • Compute P=x1+2x2P = -x_1 + 2x_2.

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Math Problem Analysis

Mathematical Concepts

Linear Programming
Optimization
Simplex Method

Formulas

Objective Function: P = -x1 + 2x2
Constraints: -x1 + x2 ≤ 2, -x1 + 3x2 ≤ 14, x1 + 4x2 ≤ 10, x1, x2 ≥ 0

Theorems

Simplex Algorithm

Suitable Grade Level

College Level (or Advanced High School)