An accelerated benders decomposition algorithm for the solution of the multi-trip time-dependent vehicle routing problem with time windows

被引:2
|
作者
Fragkogios, Antonios [1 ]
Qiu, Yuzhuo [2 ]
Saharidis, Georgios K. D. [1 ]
Pardalos, Panos M. [3 ]
机构
[1] Univ Thessaly, Sch Engn, Dept Mech Engn, Volos 38334, Greece
[2] Nanjing Univ Informat Sci & Technol, Sch Business, Nanjing 210044, Peoples R China
[3] Univ Florida, Fac Engn, Dept Ind & Syst Engn, Gainesville, FL 32611 USA
关键词
Integer programming; Benders decomposition; Vehicle routing problem; Multi-Trip; Time-Dependent; DESIGN; BRANCH; SPEED;
D O I
10.1016/j.ejor.2024.04.013
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The logistics companies executing the last mile delivery of goods in urban areas deal every day with the problem of routing their vehicles, while taking into account multiple trips per vehicle, time-dependent travel time, customers' time windows and loading time at the depot simultaneously. This paper addresses this problem, known as Multi-Trip Time-Dependent Vehicle Routing Problem with Time Windows, aiming at its exact solution, minimizing the total travelled distance of a company's fleet. Based on a literature model, a new reformulation with reduced size is suggested. This reformulation is decomposed by applying the Benders method in an effective way, resulting in a subproblem with no duality gap. By exploiting the special features of the problem and the particular structure of the decomposition made, several novel valid inequalities are introduced, in order to both tighten the non-decomposed formulations and warm start the relaxed master problem to achieve less infeasible solutions and higher lower bounds. For the solution of the problem, an innovative algorithm is proposed, including suboptimal master solutions and a multi-cut generation procedure, which is based on the careful observation of the values of the Benders dual subproblem variables. The impact of the valid inequalities as well as two variants of the suggested algorithm are tested on benchmark data and they are compared with the non- decomposed models and a heuristic introduced in the literature. The computational results indicate improved efficiency and stronger bounds for the proposed algorithm.
引用
收藏
页码:500 / 514
页数:15
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