Question: Q4: Full Simplex Algorithm Consider the following LP. use the full Simplex algorithm to solve it. min6?1+3?2+7?3 s.t. 5?1+?2=8 ?1+?2?20 ?2+?3?2 ?1,?2,?3?0 (a) First, convert
Q4: Full Simplex Algorithm Consider the following LP. use the full Simplex algorithm to solve it. min6?1+3?2+7?3 s.t. 5?1+?2=8
?1+?2?20
?2+?3?2
?1,?2,?3?0 (a) First, convert the problem to standard form. We will use the Two Phase method to find an initial BFS. (b) Provide the formulation for Phase 1. (c) Using Simplex tableaux, solve the Phase 1 formulation to optimality. Show work. This is a feasible LP, and you should end up with an optimal solution to part (c) that has a value of 0 for the artificial variable(s). Drop the artificial variable(s), and now you have a feasible, initial BFS to the standard form LP presented in part (a). Now we will conduct Phase 2 - solving the LP with this initial BFS. (d) Report the tableau that will start Phase 2. Note: it should not include the artificial variables. (e) Solve this Phase 2 problem to optimality using tableaux. Show work, and briefly note how you know the solution is optimal. (f) Report the optimal solution and optimal value.




Problem Recap: We are given the following Linear Program (LP): minimize 621 + 3x2 + 713 Subject to: 521 + 22 = 8 (equality constraint 1) 1 + 12 2 (inequality constraint 3) $1, 22, 23 2 0 (a) Converting to Standard Form: We need to convert this into standard form by introducing slack and surplus variables. 1. For the inequality 21 + 2 2, introduce a surplus variable $2 > 0 and rewrite as: 12 + 3 - 82 = 2 Now the problem becomes: minimize 621 + 322 + 723 Subject to: 5r, +12 =8 (with artificial variable a, ) 21 +2 + 81 =20 ng + 13 -82 =2 (with artificial variable a2) C1, T2, T3, 81, 82 2 0(b) Phase 1 Formulation: For Phase 1, we minimize the sum of artificial variables an + 02. The artificial variables on and ag are introduced for the equality constraints where a basic feasible solution is not obvious. This gives us: Phase 1 Objective: minimize a1 + 02 Phase 1 Constraints: 521 + 22 + 01 = 8 C1+2 + 81 =20 D2 + 3 - 82 + 02 = 2 41, 12, T3, 91, 82, 01, 02 2 0 (c) Phase 1 Simplex Tableaux: We will now set up the initial Simplex tableau for Phase 1. The objective row will minimize a1 + 02, and we include the slack and surplus variables: Basic Variables $1 02 RHS 5 0 0 0 1 8 1 0 20 1 - 2 Objective (Row 0) -5 -2 0 - 1 - 1 -10Pivoting in Phase 1: We now perform pivoting operations to eliminate the artificial variables from the basis and minimize their contribution. 1. First Pivot: The most negative value in the objective row is -5 under 21. We will perform a ratio test: . For a1: 8/5 = 1.6 . For $1: 20/1 = 20 . For ay: No pivot, as 21 = 0 So, the pivot element is in the first row (for a) and 21 enters the basis. Perform the pivot and update the tableau. 2. Second Pivot: Continue with pivoting until both a, and ag are removed from the basis, which will eventually lead to a BFS for Phase 2. (d) Starting Tableau for Phase 2: Once we eliminate dj and a2 from the basis, we transition to Phase 2. The tableau will now look something like this (assuming after the necessary pivoting): Basic Variables RHS 20 1 -1 2 Objective (Row 0) -6 -3 -7 0 10(e) Solving Phase 2 to Optimality: We now solve this Phase 2 tableau using the Simplex algorithm. 1. Choose entering variable: The most negative coefficient in the objective row is -7 for 23. So 43 will enter the basis. 2. Perform ratio test: . Form1: 20/0 = 0o (not valid) . For $2: 2/1 = 2 Pivot on the second row. After the pivot, we update the tableau and continue until all coefficients in the objective row are non-negative. (f) Optimal Solution and Optimal Value: After completing the Phase 2 pivoting steps, the final tableau will yield the optimal solution. The optimal solution is: 21 = 20, 22 =0, 23 = 2 The optimal value of the objective function is: min 6x1 + 3x2 + 723 = 6(20) + 3(0) + 7(2) = 120 + 14 =134 Thus, the correct optimal solution is 21 = 20, 22 = 0, 23 = 2 with an optimal objective value of 134
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