Knowledge-based inventory management in production logistics: a multi-agent approach

被引:13
作者
Cheung, CF [1 ]
Wang, WM [1 ]
Kwok, SK [1 ]
机构
[1] Hong Kong Polytech Univ, Dept Ind & Syst Engn, Ultra Precis Machining Ctr, Kowloon, Hong Kong, Peoples R China
关键词
multi-agent technology; knowledge management; production logistics; dynamic forecasting; inventory management;
D O I
10.1243/095440505X28990
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
With the rapidly changing market conditions, an accurate and highly dynamic inventory management model is much needed for making an enterprise more predictable to the global competition. However, traditional inventory management in production logistics is inadequate in managing inventories with high fluctuation in demand and value. To establish effective inventory management strategy, this paper presents a knowledge-based inventory management system for active inventory replenishment based on multi-agent dynamic forecasting and knowledge-based system technologies. The system dynamically forecasts the fluctuation of the demand and updates price of its raw materials. Hence, appropriate inventory management strategies are derived to respond and adapt to the rapid market changes and the material requirement. A prototype system has been built and successfully trial implemented in a manufacturing enterprise.
引用
收藏
页码:299 / 307
页数:9
相关论文
共 17 条
[1]  
AAMODT A, 1994, AI COMMUN, V7, P39
[2]  
[Anonymous], 1984, INTRO ADAPTIVE FILTE
[3]  
[Anonymous], SERIALS REV
[4]  
BRANDL DL, 2000, IND COMPUTING, V19, P16
[5]   A multi-perspective knowledge-based system for customer service management [J].
Cheung, CF ;
Lee, WB ;
Wang, WM ;
Chu, KF ;
To, S .
EXPERT SYSTEMS WITH APPLICATIONS, 2003, 24 (04) :457-470
[6]  
CHORAFAS DN, 1998, AGENT TECHNOLOGY HDB
[7]  
GRAUPE D, 1989, TIME SERIES ANAL IDE
[8]  
Haykin S., 1991, ADAPTIVE FILTER THEO, DOI DOI 10.1109/ISCAS.2017.8050871
[9]  
HEPPENSTALL AJ, 2004, P 12 ANN GISRUK C NO, P351
[10]  
Kolodner J, 1993, CASE BASED REASONING