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A smoothing heuristic for a bilevel pricing problem

In this paper, we provide a heuristic procedure, that performs well from a global optimality point of view, for an important and difficult class of bilevel programs. The algorithm relies on an interior point approach that can be interpreted as a combination of smoothing and implicit programming tech...

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Bibliographic Details
Published in:European journal of operational research 2006-11, Vol.174 (3), p.1396-1413
Main Authors: Dussault, Jean-Pierre, Marcotte, Patrice, Roch, Sébastien, Savard, Gilles
Format: Article
Language:English
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Summary:In this paper, we provide a heuristic procedure, that performs well from a global optimality point of view, for an important and difficult class of bilevel programs. The algorithm relies on an interior point approach that can be interpreted as a combination of smoothing and implicit programming techniques. Although the algorithm cannot guarantee global optimality, very good solutions can be obtained through the use of a suitable set of parameters. The algorithm has been tested on large-scale instances of a network pricing problem, an application that fits our modeling framework. Preliminary results show that on hard instances, our approach constitutes an alternative to solvers based on mixed 0–1 programming formulations.
ISSN:0377-2217
1872-6860
DOI:10.1016/j.ejor.2004.07.076