A cycle-based evolutionary algorithm for the fixed-charge capacitated multi-commodity network design problem

被引:25
作者
Paraskevopoulos, Dimitris C. [1 ]
Bektas, Tolga [2 ]
Crainic, Teodor Gabriel [3 ]
Potts, Chris N. [4 ]
机构
[1] Univ Bath, Sch Management, Bath BA2 7AY, Avon, England
[2] Univ Southampton, Southampton Business Sch, CORMSIS, Southampton SO17 1BJ, Hants, England
[3] Univ Quebec, Ecole Sci Gest, Dept Management & Technol, Interuniv Res Ctr Enterprise Networks Logist & Tr, CP 8888,Succ Ctr Ville, Montreal, PQ H3C 3P8, Canada
[4] Univ Southampton, CORMSIS, Math Sci, Southampton SO17 1BJ, Hants, England
基金
英国工程与自然科学研究理事会; 加拿大自然科学与工程研究理事会;
关键词
Multi-commodity network design; Scatter search; Evolutionary algorithms; Ejection chains; Iterated local search; TABU SEARCH; NEIGHBORHOODS;
D O I
10.1016/j.ejor.2015.12.051
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper presents an evolutionary algorithm for the fixed-charge multicommodity network design problem (MCNDP), which concerns routing multiple commodities from origins to destinations by designing a network through selecting arcs, with an objective of minimizing the fixed costs of the selected arcs plus the variable costs of the flows on each arc. The proposed algorithm evolves a pool of solutions using principles of scatter search, interlinked with an iterated local search as an improvement method. New cycle-based neighborhood operators are presented which enable complete or partial re-routing of multiple commodities. An efficient perturbation strategy, inspired by ejection chains, is introduced to perform local compound cycle-based moves to explore different parts of the solution space. The algorithm also allows infeasible solutions violating arc capacities while performing the "ejection cycles", and subsequently restores feasibility by systematically applying correction moves. Computational experiments on benchmark MCNDP instances show that the proposed solution method consistently produces high-quality solutions in reasonable computational times. (C) 2016 Published by Elsevier B.V.
引用
收藏
页码:265 / 279
页数:15
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