A Simulated Annealing Algorithm for Solving Two-Echelon Vehicle Routing Problem with Locker Facilities

被引:19
|
作者
Redi, A. A. N. Perwira [1 ]
Jewpanya, Parida [2 ]
Kurniawan, Adji Candra [3 ]
Persada, Satria Fadil [4 ]
Nadlifatin, Reny [5 ]
Dewi, Oki Anita Candra [6 ]
机构
[1] Bina Nusantara Univ, BINUS Grad Program Master Ind Engn, Ind Engn Dept, Jakarta 11480, Indonesia
[2] Rajamangala Univ Technol Lanna Tak, Dept Ind Engn, Tak 63000, Thailand
[3] Univ Pertamina, Dept Logist Engn, Jakarta 12220, Indonesia
[4] Inst Teknol Sepuluh Nopember, Dept Business Management, Surabaya 60111, Indonesia
[5] Inst Teknol Sepuluh Nopember, Dept Technol Management, Surabaya 60111, Indonesia
[6] Univ Internas Semen Indonesia, Logist Engn Dept, Gresik 61122, Indonesia
关键词
vehicle routing problem; locker facilities; integer linear programming; CUT ALGORITHM;
D O I
10.3390/a13090218
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 the problem of utilizing the parcel locker network for the logistics solution in the metropolitan area. Two-echelon distribution systems are attractive from an economic standpoint, whereas the product from the depot can be distributed from or to intermediate facilities. In this case, the intermediate facilities are considered as locker facilities present in an accessible location in the vicinity of the final customers. In addition, the utilization of locker facilities can reduce the cost caused by the unattended deliveries. The problem is addressed as an optimization model that formulated into an integer linear programming model denoted as the two-echelon vehicle routing problem with locker facilities (2EVRP-LF). The objective is to minimize the cost of transportation with regards to the vehicle travelling cost, the intermediate facilities renting cost, and the additional cost to compensate the customer that needs to travel to access the intermediate facilities. Because of its complexity, a simulated annealing algorithm is proposed to solve the problem. On the other hand, the modelling approach can be conducted by generating two-phase optimization model approaches, which are the p-median problem and the capacitated vehicle routing problem. The results from both methods are compared in numerical experiments. The results show the effectiveness of 2EVRP-LF compared to the two-phase optimization. Furthermore, the simulated annealing algorithm showed an effective performance in solving 2EVRP-LF.
引用
收藏
页码:1 / 14
页数:14
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