A fast hybrid primal heuristic for multiband robust capacitated network design with multiple time periods

被引:53
作者
D'Andreagiovanni, Fabio [1 ,2 ,3 ]
Krolikowski, Jonatan [1 ]
Pulaj, Jonad [1 ]
机构
[1] ZIB, Dept Optimizat, D-14195 Berlin, Germany
[2] Tech Univ Berlin, DFG Res Ctr MATHEON, D-10623 Berlin, Germany
[3] Einstein Ctr Math Berlin ECMath, D-10623 Berlin, Germany
关键词
Capacitated Network Design; Multiperiod design; Multiband Robust Optimization; Metaheuristic; Ant colony optimization; Exact large neighborhood search; COLONY; OPTIMIZATION; SEARCH;
D O I
10.1016/j.asoc.2014.10.016
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We investigate the Robust Multiperiod Network Design Problem, a generalization of the Capacitated Network Design Problem (CNDP) that, besides establishing flow routing and network capacity installation as in a canonical CNDP, also considers a planning horizon made up of multiple time periods and protection against fluctuations in traffic volumes. As a remedy against traffic volume uncertainty, we propose a Robust Optimization model based on Multiband Robustness (Busing and D'Andreagiovanni, 2012), a refinement of classical F-Robustness by Bertsimas and Sim that uses a system of multiple deviation bands. Since the resulting optimization problem may prove very challenging even for instances of moderate size solved by a state-of-the-art optimization solver, we propose a hybrid primal heuristic that combines a randomized fixing strategy inspired by ant colony optimization and an exact large neighbourhood search. Computational experiments on a set of realistic instances from the SNDlib show that our original heuristic can run fast and produce solutions of extremely high quality associated with low optimality gaps. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:497 / 507
页数:11
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