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Parametric mixed-integer 0-1 linear programming: The general case for a single parameter

Alexander Mitsos and Paul I. Barton

European Journal of Operational Research, 2009, vol. 194, issue 3, 663-686

Abstract: Two algorithms for the general case of parametric mixed-integer linear programs (MILPs) are proposed. Parametric MILPs are considered in which a single parameter can simultaneously influence the objective function, the right-hand side and the matrix. The first algorithm is based on branch-and-bound on the integer variables, solving a parametric linear program (LP) at each node. The second algorithm is based on the optimality range of a qualitatively invariant solution, decomposing the parametric optimization problem into a series of regular MILPs, parametric LPs and regular mixed-integer nonlinear programs (MINLPs). The number of subproblems required for a particular instance is equal to the number of critical regions. For the parametric LPs an improvement of the well-known rational simplex algorithm is presented, that requires less consecutive operations on rational functions. Also, an alternative based on predictor-corrector continuation is proposed. Numerical results for a test set are discussed.

Keywords: Parametric; programming; Post-optimality; sensitivity; analysis; Matrix; case; MILP; MINLP (search for similar items in EconPapers)
Date: 2009
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Citations: View citations in EconPapers (4)

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