Nodal aggregation of resource constraints in a shortest path problem

被引:8
作者
Nagih, A
Soumis, F
机构
[1] Gerad, Montreal, PQ H3C 3A7, Canada
[2] Ecole Polytech, Dept Math & Genie Ind, Montreal, PQ H3C 3A7, Canada
关键词
shortest path; dynamic programming; resource constraints; resource aggregation; Lagrangian relaxation; surrogate relaxation; column generation;
D O I
10.1016/j.ejor.2004.09.052
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The shortest path problem with resource constraints consists of finding the minimum cost path between two specified points while respecting constraints on resource consumption. Its solving by a dynamic programming algorithm requires a computation time increasing with the number of resources. With the aim of producing rapidly a good heuristic solution we propose to reduce the state space by aggregating resources. Our approach consists of projecting the resources on a vector of smaller dimension and then to dynamically adjust the projection matrix to get a better approximation of the optimal solution. We propose an adjustment based on Lagrangian and surrogate relaxations in a column generation framework, in which the sub-problems are shortest path problems with resource constraints. We adjust the multipliers only one time at each column generation iteration. This permit to obtain good solutions of the scheduling problem in few time. (c) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:500 / 514
页数:15
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