Path and Speed Optimization for Conflict-Free Pickup and Delivery Under Time Windows

被引:36
作者
Adamo, Tommaso [1 ]
Bektas, Tolga [2 ]
Ghiani, Gianpaolo [1 ]
Guerriero, Emanuele [1 ]
Manni, Emanuele [1 ]
机构
[1] Univ Salento, Dept Engn Innovat, I-73100 Lecce, Italy
[2] Univ Southampton, Ctr Operat Res Management Sci & Informat Syst, Southampton Business Sch, Southampton SO17 1BJ, Highfield, England
关键词
pickup and delivery; speed optimization; conflict-free routing; AUTOMATED GUIDED VEHICLES; ALGORITHM; MODEL;
D O I
10.1287/trsc.2017.0816
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
This article introduces a variant of the conflict-free pickup and delivery problem with time windows in which speeds can be regulated. The problem arises in several areas of transportation and logistics including routing and scheduling of automated guided vehicles in port terminals and coordination of unmanned aerial vehicles in controlled airspace. A particular aspect of this problem is that at most one vehicle can traverse an arc of the transportation network at any time. The problem studied in this paper is to determine the vehicle paths and speeds on each arc of the path in such a way that no conflicts arise, the time windows are met, and the total energy consumption is minimized. A branch-and-bound algorithm is described in which a lower bound is obtained by solving a separable nonlinear problem in quadratic time. If the solution of the relaxation is not conflict free, a set of space-based and time-based branching constraints are generated to resolve the detected conflicts. Computational experiments show that, when compared with a state-of-the-art approach, the proposed method is able to generate a larger number of feasible solutions (42% on average) and reduce the computation time by an order of magnitude. Moreover, the approach results in an average energy savings of around 70%.
引用
收藏
页码:739 / 755
页数:17
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