Solving DC programs with a polyhedral component utilizing a multiple objective linear programming solver

被引:4
|
作者
Loehne, Andreas [1 ]
Wagner, Andrea [2 ]
机构
[1] Friedrich Schiller Univ Jena, Dept Math, D-07737 Jena, Germany
[2] Vienna Univ Econ & Business, Inst Stat & Math, A-1020 Vienna, Austria
关键词
DC programming; Global optimization; Polyhedral projection; Multiple objective linear programming; Linear vector optimization; WEBER PROBLEM; OPTIMIZATION; DIFFERENCE; DUALITY; FACILITY; FORMULA; MINIMA;
D O I
10.1007/s10898-017-0519-8
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
A class of non-convex optimization problems with DC objective function is studied, where DC stands for being representable as the difference of two convex functions g and h. In particular, we deal with the special case where one of the two convex functions g or h is polyhedral. In case g is polyhedral, we show that a solution of the DC program can be obtained from a solution of an associated polyhedral projection problem. In case h is polyhedral, we prove that a solution of the DC program can be obtained by solving a polyhedral projection problem and finitely many convex programs. Since polyhedral projection is equivalent to multiple objective linear programming (MOLP), a MOLP solver (in the second case together with a convex programming solver) can be used to solve instances of DC programs with polyhedral component. Numerical examples are provided, among them an application to locational analysis.
引用
收藏
页码:369 / 385
页数:17
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