A Lagrangian heuristic for concave cost facility location problems: the plant location and technology acquisition problem

被引:16
作者
Saif, Ahmed [1 ]
Elhedhli, Samir [1 ]
机构
[1] Univ Waterloo, Dept Management Sci, 200 Univ Ave West, Waterloo, ON N2L 3G1, Canada
关键词
Location problems; Concave minimization; Lagrangian decomposition; BOUND ALGORITHM; MODEL; OPTIMIZATION;
D O I
10.1007/s11590-016-0998-4
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 propose a Lagrangian heuristic for facility location problems with concave cost functions and apply it to solve the plant location and technology acquisition problem. The problem is decomposed into a mixed integer subproblem and a set of trivial single-variable concave minimization subproblems. We are able to give a closed-form expression for the optimal Lagrangian multipliers such that the Lagrangian bound is obtained in a single iteration. Since the solution of the first subproblem is feasible to the original problem, a feasible solution and an upper bound are readily available. The Lagrangian heuristic can be embedded in a branch-and-bound scheme to close the optimality gap. Computational results show that the approach is capable of reaching high quality solutions efficiently. The proposed approach can be tailored to solve many concave-cost facility location problems.
引用
收藏
页码:1087 / 1100
页数:14
相关论文
共 29 条
[1]   GLOBAL OPTIMIZATION USING SPECIAL ORDERED SETS [J].
BEALE, EML ;
FORREST, JJH .
MATHEMATICAL PROGRAMMING, 1976, 10 (01) :52-69
[2]   OR-LIBRARY - DISTRIBUTING TEST PROBLEMS BY ELECTRONIC MAIL [J].
BEASLEY, JE .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 1990, 41 (11) :1069-1072
[3]   A coordinated location-inventory model [J].
Berman, Oded ;
Krass, Dmitry ;
Tajbakhsh, M. Mandi .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2012, 217 (03) :500-508
[4]   A computational study of a nonlinear minsum facility location problem [J].
Carrizosa, Emilio ;
Ushakov, Anton ;
Vasilyev, Igor .
COMPUTERS & OPERATIONS RESEARCH, 2012, 39 (11) :2625-2633
[5]   The plant location and technology acquisition problem [J].
Dasci, A ;
Verter, V .
IIE TRANSACTIONS, 2001, 33 (11) :963-973
[6]   An inventory-location model: Formulation, solution algorithm and computational results [J].
Daskin, MS ;
Coullard, CR ;
Shen, ZJM .
ANNALS OF OPERATIONS RESEARCH, 2002, 110 (1-4) :83-106
[7]   Branch and bound algorithm for a facility location problem with concave site dependent costs [J].
Dupont, Lionel .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2008, 112 (01) :245-254
[8]   Green supply chain network design to reduce carbon emissions [J].
Elhedhli, Samir ;
Merrick, Ryan .
TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT, 2012, 17 (05) :370-379
[9]   EFFECTS OF CENTRALIZATION ON EXPECTED COSTS IN A MULTI-LOCATION NEWSBOY PROBLEM [J].
EPPEN, GD .
MANAGEMENT SCIENCE, 1979, 25 (05) :498-501
[10]   ALGORITHM FOR SEPARABLE NONCONVEX PROGRAMMING PROBLEMS [J].
FALK, JE ;
SOLAND, RM .
MANAGEMENT SCIENCE SERIES A-THEORY, 1969, 15 (09) :550-569