A matheuristic for the discrete bilevel problem with multiple objectives at the lower level

被引:11
作者
Alekseeva, Ekaterina [1 ,2 ]
Kochetov, Yury [2 ]
Talbi, El-Ghazali [1 ,3 ]
机构
[1] INRIA Lille, Nord Europe Parc Sci Haute Borne 40,Ave Halley, F-59650 Villeneuve Dascq, France
[2] Sobolev Inst Math, Pr Akad Koptyuga 4, Novosibirsk 630090, Russia
[3] Univ Lille 1, F-59655 Villeneuve Dascq, France
关键词
combinatorial optimization; multiobjective optimization; bilevel optimization; metaheuristics; OPTIMIZATION PROBLEMS; PROGRAMS;
D O I
10.1111/itor.12268
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, we solve a discrete bilevel problem with multiple objectives at the lower level and constraints at the upper level coupling variables of both levels. In the case of a multiobjective lower level, we deal with a set of Pareto-efficient solutions rather than a single optimal lower level solution. To calculate the upper level objective function value, we need to select one solution out of a potentially large set of efficient lower level solutions. To avoid the enumeration of the whole set of Pareto solutions, we formulate an auxiliary mixed integer linear programming problem with a large number of constraints. We propose an iterative exact method to solve it. To find a near-optimal upper level solution, we apply a metaheuristic. The method is tested on the discrete (r vertical bar p)-centroid problem with multiple objectives at the lower level.
引用
收藏
页码:959 / 981
页数:23
相关论文
共 26 条
[1]  
Alekseeva E., BENCHMARK LIB DISCRE
[2]  
Alekseeva E., 2013, Metaheuristics Bi-level Optim, P189
[3]   Heuristic and Exact Methods for the Discrete (r | p)-Centroid Problem [J].
Alekseeva, Ekaterina ;
Kochetova, Nina ;
Kochetov, Yury ;
Plyasunov, Alexandr .
EVOLUTIONARY COMPUTATION IN COMBINATORIAL OPTIMIZATION, PROCEEDINGS, 2010, 6022 :11-22
[4]  
[Anonymous], 2009, METAHEURISTICS DESIG, DOI DOI 10.1002/9780470496916
[5]  
[Anonymous], 2006, MULTICRITERIA OPTIMI
[6]   BILEVEL LINEAR-PROGRAMMING [J].
BENAYED, O .
COMPUTERS & OPERATIONS RESEARCH, 1993, 20 (05) :485-501
[7]   Approximate algorithms for the competitive facility location problem [J].
Beresnev V.L. ;
Mel'nikov A.A. .
Journal of Applied and Industrial Mathematics, 2011, 5 (2) :180-190
[8]   MATHEMATICAL PROGRAMS WITH OPTIMIZATION PROBLEMS IN CONSTRAINTS [J].
BRACKEN, J ;
MCGILL, JT .
OPERATIONS RESEARCH, 1973, 21 (01) :37-44
[9]   Linear bilevel multi-follower programming with independent followers [J].
Calvete, Herminia I. ;
Gale, Carmen .
JOURNAL OF GLOBAL OPTIMIZATION, 2007, 39 (03) :409-417
[10]   On linear bilevel problems with multiple objectives at the lower level [J].
Calvete, Herminia I. ;
Gale, Carmen .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2011, 39 (01) :33-40