A smoothing heuristic for a bilevel pricing problem

被引:14
作者
Dussault, Jean-Pierre
Marcotte, Patrice
Roch, Sebastien
Savard, Gilles
机构
[1] Ecole Polytech Montreal, Dept Math & Genie Ind, Montreal, PQ, Canada
[2] Univ Sherbrooke, Dept Math & Informat, Sherbrooke, PQ J1K 2R1, Canada
[3] Univ Montreal, Dept Informat & Rech Operat, Montreal, PQ H3C 3J7, Canada
[4] Univ Calif Berkeley, Dept Stat, Berkeley, CA 94720 USA
关键词
global optimization; bilevel programming; interior point methods; smoothing; implicit programming; MPEC; complementarity; network pricing;
D O I
10.1016/j.ejor.2004.07.076
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
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. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:1396 / 1413
页数:18
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