Chance-constrained multi-terminal network design problems

被引:4
作者
Song, Yongjia [1 ]
Zhang, Minjiao [2 ]
机构
[1] Virginia Commonwealth Univ, Dept Stat Sci & Operat Res, Richmond, VA 23284 USA
[2] Univ Alabama, Dept Informat Syst Stat & Management Sci, Tuscaloosa, AL 35487 USA
关键词
stochastic network design; Steiner tree; chance constraint; Benders decomposition; STEINER PROBLEM; BRANCH; FORMULATIONS; EQUIVALENTS;
D O I
10.1002/nav.21630
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
We consider a reliable network design problem under uncertain edge failures. Our goal is to select a minimum-cost subset of edges in the network to connect multiple terminals together with high probability. This problem can be seen as a stochastic variant of the Steiner tree problem. We propose two scenario-based Steiner cut formulations, study the strength of the proposed valid inequalities, and develop a branch-and-cut solution method. We also propose an LP-based separation for the scenario-based directed Steiner cut inequalities using Benders feasibility cuts, leveraging the success of the directed Steiner cuts for the deterministic Steiner tree problem. In our computational study, we test our branch-and-cut method on instances adapted from graphs in SteinLib Testdata Library with up to 100 nodes, 200 edges, and 17 terminals. The performance of our branch-and-cut method demonstrates the strength of the scenario-based formulations and the benefit from adding the additional valid inequalities that we propose. (c) 2015 Wiley Periodicals, Inc. Naval Research Logistics 62: 321-334, 2015
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页码:321 / 334
页数:14
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