A hybrid heuristic algorithm for cyclic inventory-routing problem with perishable products in VMI supply chain

被引:25
|
作者
Dai, Zhuo [1 ]
Gao, Kuo [2 ]
Giri, B. C. [3 ]
机构
[1] Jiu Jiang Univ, Sch Elect Commerce, 551 Qianjin East Rd, Jiu Jiang City 332005, Jiangxi, Peoples R China
[2] Jiu Jiang Univ, Sch Econ & Management, 551 Qianjin East Rd, Jiu Jiang City 332005, Jiangxi, Peoples R China
[3] Jadavpur Univ, Dept Math, Kolkata 700032, India
基金
中国国家自然科学基金;
关键词
Hybrid heuristic algorithm; Cyclic inventory-routing problem; Perishable products; Vendor managed inventory supply chain; VENDOR-MANAGED INVENTORY; CUCKOO SEARCH; OPTIMIZATION; TIME; DELIVERY; SYSTEM; DEMAND;
D O I
10.1016/j.eswa.2020.113322
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The VMI supply chain can bring benefit to concerned parties. The paper studies cyclic inventory-routing problem (IRP) under VMI policy. Cyclic IRP as a variant of the IRP belong to long-term decision. It means once the replenishment policy and vehicle routing are determined, they will stay the same in the following periods. This paper considers the loss cost caused by perishability of perishable products and assumes the demand is dependent on price and stock. Based on the above consideration, three different cyclic IRP models for perishable products with stock and price dependent demand in VMI supply chain are put forward. They are IRP model ending with shortage, IRP model starting with shortage, and IRP model with no shortage. These models are composed of a single manufacturer and multiple retailers. The objective is to minimize the average total cost. The total cost includes not only fixed and transportation cost of vehicles, inventory (order and holding) and shortage cost of retailers, but also startup and holding cost of manufacturer. The proposed models are nonlinear mixed integer programming models and NP-hard problem. In order to solve these models, a hybrid heuristic algorithm that is developed by combining cuckoo algorithm with improved Clarke-Wright savings algorithm is developed. In computational experiments, the proposed algorithm is compared with the optimization solver. The results demonstrate the proposed algorithm outperforms the optimization solver. In addition, the results show the average total cost may be reduced by using the strategy of stockout in some cases. Sensitivity analysis is also implemented to study the influence of parameters on optimal solution. The results of computational experiments validate the applicability of the proposed models and the effectiveness of hybrid heuristic algorithm. The study also provides policymakers with management implications. Finally, the conclusions and future research directions are given. (C) 2020 Published by Elsevier Ltd.
引用
收藏
页数:16
相关论文
共 50 条
  • [41] Sustainable supply chain management for perishable products in emerging markets: An integrated location-inventory-routing model
    Liu, Aijun
    Zhu, Qiuyun
    Xu, Lei
    Lu, Qiang
    Fan, Youqing
    Transportation Research Part E: Logistics and Transportation Review, 2021, 150
  • [42] Sustainable supply chain management for perishable products in emerging markets: An integrated location-inventory-routing model
    Liu, Aijun
    Zhu, Qiuyun
    Xu, Lei
    Lu, Qiang
    Fan, Youqing
    TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW, 2021, 150
  • [43] An augmented Tabu search algorithm for the green inventory-routing problem with time windows
    Alinaghian, Mahdi
    Tirkolaee, Erfan Babaee
    Dezaki, Zahra Kaviani
    Hejazi, Seyed Reza
    Ding, Weiping
    Swarm and Evolutionary Computation, 2021, 60
  • [44] An augmented Tabu search algorithm for the green inventory-routing problem with time windows
    Alinaghian, Mahdi
    Tirkolaee, Erfan Babaee
    Dezaki, Zahra Kaviani
    Hejazi, Seyed Reza
    Ding, Weiping
    SWARM AND EVOLUTIONARY COMPUTATION, 2021, 60
  • [45] An Integrated Pricing and Deteriorating Model and a Hybrid Algorithm for a VMI (Vendor-Managed-Inventory) Supply Chain
    Yu, Yugang
    Huang, George Q.
    Hong, Zhaofu
    Zhang, Xiandong
    IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2011, 8 (04) : 673 - 682
  • [46] A branch-and-cut algorithm for a vendor-managed inventory-routing problem
    Archetti, Claudia
    Bertazzi, Luca
    Laporte, Gilbert
    Speranza, Maria Grazia
    TRANSPORTATION SCIENCE, 2007, 41 (03) : 382 - 391
  • [47] A location-inventory supply chain network model using two heuristic algorithms for perishable products with fuzzy constraints
    Dai, Zhuo
    Aqlan, Faisal
    Zheng, Xiaoting
    Gao, Kuo
    COMPUTERS & INDUSTRIAL ENGINEERING, 2018, 119 : 338 - 352
  • [48] Modeling and Optimization of Inventory-Distribution Routing Problem for Agriculture Products Supply Chain
    Liao, Li
    Li, Jianfeng
    Wu, Yaohua
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2013, 2013
  • [49] A Hybrid Genetic Algorithm for the Inventory Routing Problem
    Salim, Amri Sakhri Mohamed
    Mounira, Tlili
    Ouajdi, Korbaa
    2017 IEEE/ACS 14TH INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS (AICCSA), 2017, : 987 - 994
  • [50] Modeling an Inventory Routing Problem for perishable products with environmental considerations and demand uncertainty
    Soysal, Mehmet
    Bloemhof-Ruwaard, Jacqueline M.
    Haijema, Rene
    van der Vorst, Jack G. A. J.
    INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2015, 164 : 118 - 133