The robust vehicle routing problem with time windows

被引:132
|
作者
Agra, Agostinho [2 ]
Christiansen, Marielle [3 ]
Figueiredo, Rosa [2 ]
Hvattum, Lars Magnus [3 ]
Poss, Michael [1 ,4 ]
Requejo, Cristina [2 ]
机构
[1] Univ Technol Compiegne, Ctr Rech Royallieu, UMR CNRS Heudiasyc 7253, F-60200 Compiegne, France
[2] Univ Aveiro, Dept Math, CIDMA, P-3810193 Aveiro, Portugal
[3] Norwegian Univ Sci & Technol, Dept Ind Econ & Technol Management, NO-7491 Trondheim, Norway
[4] Univ Coimbra, Dept Math, CMUC, P-3001454 Coimbra, Portugal
关键词
Robust optimization; Uncertainty polytope; Vehicle routing problem; Time windows; Dynamic programming; PRICE; CUTS;
D O I
10.1016/j.cor.2012.10.002
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper addresses the robust vehicle routing problem with time windows. We are motivated by a problem that arises in maritime transportation where delays are frequent and should be taken into account. Our model only allows routes that are feasible for all values of the travel times in a predetermined uncertainty polytope, which yields a robust optimization problem. We propose two new formulations for the robust problem, each based on a different robust approach. The first formulation extends the well-known resource inequalities formulation by employing adjustable robust optimization. We propose two techniques, which, using the structure of the problem, allow to reduce significantly the number of extreme points of the uncertainty polytope. The second formulation generalizes a path inequalities formulation to the uncertain context. The uncertainty appears implicitly in this formulation, so that we develop a new cutting plane technique for robust combinatorial optimization problems with complicated constraints. In particular, efficient separation procedures are discussed. We compare the two formulations on a test bed composed of maritime transportation instances. These results show that the solution times are similar for both formulations while being significantly faster than the solutions times of a layered formulation recently proposed for the problem. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:856 / 866
页数:11
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