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
引用
收藏
页码:321 / 334
页数:14
相关论文
共 32 条
[1]  
Ahuja R.K., 1993, NETWORK FLOWS THEORY
[2]   Branch-and-price-and-cut algorithms for solving the reliable h-paths problem [J].
Andreas, April K. ;
Smith, J. Cole ;
Kucukyavuz, Simge .
JOURNAL OF GLOBAL OPTIMIZATION, 2008, 42 (04) :443-466
[3]  
[Anonymous], 2000, 0037 ZIB
[4]   Partitioning procedures for solving mixed-variables programming problems [J].
Benders, J. F. .
COMPUTATIONAL MANAGEMENT SCIENCE, 2005, 2 (01) :3-19
[5]   Network reliability design via joint probabilistic constraints [J].
Beraldi, P. ;
Bruni, M. E. ;
Guerriero, F. .
IMA JOURNAL OF MANAGEMENT MATHEMATICS, 2010, 21 (02) :213-226
[6]  
Bomze I, 2010, LECT NOTES COMPUT SC, V6506, P427, DOI 10.1007/978-3-642-17517-6_38
[7]   COST HORIZONS AND CERTAINTY EQUIVALENTS - AN APPROACH TO STOCHASTIC-PROGRAMMING OF HEATING OIL [J].
CHARNES, A ;
COOPER, WW ;
SYMONDS, GH .
MANAGEMENT SCIENCE, 1958, 4 (03) :235-263
[8]   CHANCE-CONSTRAINED PROGRAMMING [J].
CHARNES, A ;
COOPER, WW .
MANAGEMENT SCIENCE, 1959, 6 (01) :73-79
[9]   DETERMINISTIC EQUIVALENTS FOR OPTIMIZING AND SATISFICING UNDER CHANCE CONSTRAINTS [J].
CHARNES, A ;
COOPER, WW .
OPERATIONS RESEARCH, 1963, 11 (01) :18-39
[10]   The Steiner k-cut problem [J].
Chekuri, C ;
Guha, S ;
Naor, J .
SIAM JOURNAL ON DISCRETE MATHEMATICS, 2006, 20 (01) :261-271