Which of the following special cases does not require reformulation of the…

2014

Which of the following special cases does not require reformulation of the problem in order to obtain a solution ?

  1. A.

    Alternate optimality

  2. B.

    Infeasibility

  3. C.

    Unboundedness

  4. D.

    All of the above

Attempted by 28 students.

Show answer & explanation

Correct answer: A

Answer: Alternate optimality does not require reformulation.

Why this is correct:

  • Alternate optimality (multiple optimal solutions) means more than one basic feasible solution attains the same objective value. You can report any one of those optimal solutions; no reformulation of the model is required.

  • You can detect alternate optima when a nonbasic variable has zero reduced cost at an optimal tableau. Moving along the optimal edge yields other optimal points.

  • If you need to present all optimal solutions, parameterize the family of optima or express them as convex combinations of extreme points; this still does not require reformulating the original problem.

Why the other cases typically require reformulation:

  • Infeasibility: There is no solution that satisfies all constraints. To obtain a feasible solution you must change the model (for example relax or correct constraints) or use methods like adding artificial variables and running a Phase I procedure to find feasibility.

  • Unboundedness: The objective can improve without bound under the current constraints, so no finite optimum exists. To get a finite solution you must reformulate the model, for example by adding missing constraints or bounds or reviewing the objective for modeling errors.

Summary: Alternate optimality allows selecting an optimal solution produced by the solver without reformulation. Infeasibility and unboundedness signal model issues that typically require changing constraints or the problem formulation to obtain a valid finite solution.

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