A genetic algorithm for the vendor-managed inventory routing problem with lost sales

被引:63
作者
Park, Yang-Byung [1 ]
Yoo, Jun-Su [1 ]
Park, Hae-Soo [1 ]
机构
[1] Kyung Hee Univ, Coll Engn, Dept Ind & Management Syst Engn, Yongin, Georgia
基金
新加坡国家研究基金会;
关键词
Genetic algorithm; Vendor-managed inventory; Inventory routing problem; Mixed-integer linear programming model; Logistics; VARIABLE NEIGHBORHOOD SEARCH; CUT ALGORITHM; LOCAL SEARCH; MODEL; REPLENISHMENT; BENEFITS; DELIVERY;
D O I
10.1016/j.eswa.2016.01.041
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a genetic algorithm (GA) for the inventory routing problem with lost sales under a vendor-managed inventory strategy in a two-echelon supply chain comprised of a single manufacturer and multiple retailers. The proposed GA is inspired by the solving mechanism of CPLEX for the optimization model of the problem. The proposed GA determines replenishment times and quantities and vehicle routes in a decoupled manner, while maximizing supply chain profits. The proposed GA is compared with the optimization model with respect to the effectiveness and efficiency in various test problems. The proposed GA finds solutions in a short computational time that are very close to those obtained with the optimization model for small problems and solutions that are within 3.2% of those for large problems. Furthermore, sensitivity analysis is conducted to investigate the effects of several problem parameters on the performance of the proposed GA and total profits. (c) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:149 / 159
页数:11
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