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- 2079 Bhadra · 7 marks
Simplex method max:Z=10x₁+x₂+2x₃
Short answer
Standard simplex method with slack variables leads to an optimal solution: x1 = 5, x2 = 0, x3 = 0, maximizing Z to 50.
Solve the linear programming problem by the simplex method: Maximize Z = 10x₁ + x₂ + 2x₃ subject to x₁ + x₂ − 2x₃ ≤ 10, 4x₁ + x₂ + x₃ ≤ 20 and x₁, x₂, x₃ ≥ 0.
Step 1: Standard form. Every constraint is of the ≤ type, so add one slack variable to each (s₁, s₂ ≥ 0) to turn it into an equation. Slack variables have zero cost.
Maximize Z = 10x₁ + x₂ + 2x₃
subject to
x₁ + x₂ − 2x₃ + s₁ = 10
4x₁ + x₂ + x₃ + s₂ = 20
Step 2: Initial basic feasible solution. Put x₁, x₂, x₃ = 0, so the slack variables are the basic variables: s₁ = 10, s₂ = 20. Then Z = 0.
Rules used: the entering variable is the one with the largest positive Cj − Zj; the leaving variable is the one with the smallest non-negative ratio b/column; the solution is optimal when every Cj − Zj ≤ 0.
Step 3: Simplex tables
Table 1
Cj 10 1 2 0 0
Basis CB x₁ x₂ x₃ s₁ s₂ b Ratio
------------------------------------
s₁ 0 1 1 -2 1 0 10 10
s₂ 0 4 1 1 0 1 20 5
------------------------------------
Zj 0 0 0 0 0 0
Cj-Zj 10 1 2 0 0
Entering: x₁ Leaving: s₂ Pivot = 4
Table 2
Cj 10 1 2 0 0
Basis CB x₁ x₂ x₃ s₁ s₂ b
------------------------------------
s₁ 0 0 3/4 -9/4 1 -1/4 5
x₁ 10 1 1/4 1/4 0 1/4 5
------------------------------------
Zj 10 5/2 5/2 0 5/2 50
Cj-Zj 0 -3/2 -1/2 0 -5/2
Step 4: Optimality test. In the last table every Cj − Zj is ≤ 0, so the solution is optimal.
Answer: x₁ = 5, x₂ = 0, x₃ = 0, and Maximum Z = 50.
✓ Answer checked by Claude Opus 5.5 (high effort)
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