A multi-agent solution for reduction of bullwhip effect in fuzzy supply chains

被引:4
|
作者
Zarandi, M. H. Fazel [1 ]
Avazbeigi, M. [2 ,3 ,4 ]
机构
[1] Amirkabir Univ Technol, Dept Ind Engn, Tehran, Iran
[2] European Ctr Soft Comp, Collaborat Intelligent Syst Lab, Mieres, Asturias, Spain
[3] Univ Barcelona, Dept Elect, Intelligent Signal Proc Grp, Barcelona, Spain
[4] Inst Bioengn Catalonia, Artificial Olfact Grp, Barcelona, Spain
关键词
Multi-agent system; supply chain management; fuzzy supply chain; decentralized decision making; bullwhip effect; bullwhip-free data; fuzzy rule base; fuzzy time series; TIME-SERIES; FORECASTING ENROLLMENTS; INVENTORY BEHAVIOR; MODEL;
D O I
10.3233/IFS-2012-0517
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present a new Multi-Agent System for reduction of the bullwhip effect in fuzzy supply chains. First, we show that a supply chain that uses an optimal ordering policy without data sharing among echelons still suffers from the bullwhip effect. Then, we propose the multi-agent solution to manage and reduce the bullwhip effect. The proposed multi-agent system includes four different types of agents in which each agent has its own list of actions. The proposed Multi-agent System applies a new Tabu Search algorithm for fuzzy rule generation, and a new data filtering algorithm for extraction of the bullwhip-free data from supply chain data warehouse. We validate the multi-agent system under different conditions and discuss how the system responds to different factors. The results show that the proposed multi-agent system reduces the bullwhip effect significantly in a rational time.
引用
收藏
页码:259 / 268
页数:10
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