PROCEEDINGS OF THE 18TH ASIA PACIFIC SYMPOSIUM ON INTELLIGENT AND EVOLUTIONARY SYSTEMS, VOL 2
|
2015年
关键词:
The Beer Game;
Supply Chain Management;
Genetic Algorithm;
D O I:
10.1007/978-3-319-13356-0_49
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Maintaining an effective management of supply chain even in the disasters is becoming crucial issue for manufacturing industry, because the contemporary supply chain networks become global and complex and the behaviors of the network are hardly predictable. The Beer Game is a simple but very useful example of supply chain management. The game consists of four sectors: factory, distributor, wholesaler, and retailer and deliver the beer to the customers. Many business schools adopt it to learn the key point of supply chain. In this study, computer agents play the game instead of humans. Agents are evolved with a genetic algorithm. We examine how the agents handle the game especially when some part of supply chain exhibit malfunction. Through simulations, we confirmed that effective ordering strategies are different between sectors.
机构:
Xi An Jiao Tong Univ, Dept Ind Engn, Sch Management, State Key Lab Mfg Syst Engn,Key Lab,Minist Educ P, Xian 710049, Peoples R ChinaXi An Jiao Tong Univ, Dept Ind Engn, Sch Management, State Key Lab Mfg Syst Engn,Key Lab,Minist Educ P, Xian 710049, Peoples R China
Zhang, Sheng Hao
Cheung, Ki Ling
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机构:
Hong Kong Univ Sci & Technol, Dept Informat Syst Business Stat & Operat Managem, Kowloon, Hong Kong, Peoples R ChinaXi An Jiao Tong Univ, Dept Ind Engn, Sch Management, State Key Lab Mfg Syst Engn,Key Lab,Minist Educ P, Xian 710049, Peoples R China