An Immune Genetic Algorithm for Multi-Echelon Inventory Cost Control of IOT Based Supply Chains

被引:33
|
作者
Wang, Yingchen [1 ,3 ]
Geng, Xiaoxiao [2 ]
Zhang, Fan [3 ]
Ruan, Junhu [4 ]
机构
[1] China Univ Min & Technol, Sch Management, Xuzhou 221116, Peoples R China
[2] Hebei Univ Engn, Sch Architecture & Art, Handan 056038, Peoples R China
[3] Hebei Univ Engn, Sch Management Engn & Business, Handan 056038, Peoples R China
[4] Northwest A&F Univ, Coll Econ & Management, Xianyang 712100, Peoples R China
来源
IEEE ACCESS | 2018年 / 6卷
基金
中国国家自然科学基金;
关键词
Internet of Things; Multi-echelon inventory; delayed transportation; time cost; immune genetic algorithm; VEHICLE-ROUTING PROBLEM; TIME WINDOWS; MODEL; TRANSPORTATION; DISRUPTIONS;
D O I
10.1109/ACCESS.2018.2799306
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Internet of Things (IOT) is being widely used especially in industry sectors. The IOT techniques provide more information for the inventory control. With the increased fierce competition in market economy, the supply chain is at the core of a successful enterprise. In today's context, it is an inevitable trend to optimize the inventory cost of supply chains. Separating all aspects of the supply chain impedes controlling inventory costs of the whole system with traditional approaches. Therefore, in this paper, we consider supply chains consisting of multiple suppliers, a manufacturer, and multiple distributors. The time cost of delayed transportation is integrated into previous studies to construct a new model, which is solved with an immune genetic algorithm. Unlike the genetic algorithm, the memory function and adjustment function of the immune algorithm are included in this algorithm. Different from the immune algorithm, genetic operators of the genetic algorithm are included. The immune genetic algorithm effectively overcomes the disadvantages of the genetic algorithm, improving global search ability and search efficiency. The validity and rationality of the optimized model are assessed in comparison with the previous results.
引用
收藏
页码:8547 / 8555
页数:9
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