Truck-Drone Pickup and Delivery Problem with Drone Weight-Related Cost

被引:3
|
作者
Xia, Yang [1 ]
Wu, Tingying [2 ]
Xia, Beixin [1 ]
Zhang, Junkang [1 ]
机构
[1] Shanghai Univ, Sch Management, Shanghai 200444, Peoples R China
[2] Univ Sci & Technol China, Int Inst Finance, Sch Management, Anhui Prov Key Lab Contemporary Logist & Supply Ch, Hefei 230026, Peoples R China
关键词
truck-drone pickup and delivery problem; drone weight-related cost; adaptive large neighborhood search algorithm; VEHICLE-ROUTING PROBLEM; TRAVELING SALESMAN PROBLEM; TIME WINDOWS; SEARCH; OPTIMIZATION; ALGORITHM; BRANCH; PRICE; CUT;
D O I
10.3390/su152316342
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Truck-drone delivery is widely used in logistics distribution for achieving sustainable development, in which drone weight greatly affects transportation cost. Thus, we consider a new combined truck-drone pickup and delivery problem with drone weight-related cost in the context of last-mile logistics. A system of integer programming is formulated with the objective of minimizing the total cost of the drone weight-related cost, fixed vehicle cost and travel distance cost. An improved adaptive large neighborhood search algorithm (IALNS) is designed based on the characteristics of the problem, several effective destroy and repair operators are designed to explore the solution space, and a simulated annealing strategy is introduced to avoid falling into the local optimal solution. To evaluate the performance of the IALNS algorithm, 72 instances are randomly generated and tested. The computational results on small instances show that the proposed IALNS algorithm performs better than CPLEX both in efficiency and effectiveness. When comparing the truck-drone pickup and delivery problem with drone weight-related cost to the problem without drone weight-related cost, it is found that ignoring the drone weight constraints leads to an underestimate of the total travel cost by 12.61% based on the test of large instances.
引用
收藏
页数:15
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