A Benders Decomposition Approach for a Capacitated Multi-vehicle Covering Tour Problem with Intermediate Facilities

被引:0
|
作者
Fischer, Vera [1 ]
Legrain, Antoine [2 ,3 ]
Schindl, David [1 ,4 ]
机构
[1] Univ Fribourg, Fribourg, Switzerland
[2] Polytech Montreal, 6079 Stn Ctr Ville, Montreal, PQ, Canada
[3] CIRRELT & GERAD, 2920 Chemin Tour, Montreal, PQ, Canada
[4] HES SO Univ Appl Sci & Arts Western Switzerland, Haute Ecole Gest Geneve, Geneva, Switzerland
来源
INTEGRATION OF CONSTRAINT PROGRAMMING, ARTIFICIAL INTELLIGENCE, AND OPERATIONS RESEARCH, PT I, CPAIOR 2024 | 2024年 / 14742卷
关键词
covering tour problem; intermediate facilities; Benders decomposition; column generation; waste collection;
D O I
10.1007/978-3-031-60597-0_18
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We consider a waste collection problem with intermediate disposal facilities to accommodate the usage of smaller, but more sustainable vehicles, with less capacity than the traditional waste collecting trucks. The optimization problem consists in determining the locations to place the collection points and the routes of a capacitated collection vehicle that visits these locations. We first present a mixed-integer linear programming formulation that exploits the sparsity of the road network. To efficiently solve practical instances, we propose a Benders decomposition approach in which a set covering problem to select the collection points is solved in the master problem and a capacitated vehicle routing problem with intermediate facilities to determine the routes and price the set covering solution is solved in the subproblem. We show a way to derive valid Benders cuts when solving the Benders subproblem with column generation and propose a heuristic Benders approach that provides better solutions for larger instances and approximated lower bounds to assess the quality of the obtained solutions.
引用
收藏
页码:277 / 292
页数:16
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