Title :
Using data mining technology to design an intelligent CIM system for IC manufacturing
Author :
Chen, Ruey-Shun ; Wu, Ruey-Chyi ; Chang, C.C.
Author_Institution :
Inst. of Inf. Manage., Nat. Chiao Tung Univ., Taiwan
Abstract :
This paper aims to explain a specific intelligent computer integrated manufacturing system by integrating the following five major domains: computer integrated manufacturing, data warehouse, online analytical processing, data mining and artificial intelligence. The data mining system makes use of the decision tree algorithm and classification model in exploring the meaningful information, which is useful in the process of decision making. Subsequently, the rules discovered by the data mining system are expressed through the rule based knowledge presentation method of the expert system. The intelligent CIM system is applied to semiconductor packing factories and also point at the great fluctuation of dynamic random access memory prices. The contribution can increase business competitiveness, reduce production cost, and promote the rate of available promise for order.
Keywords :
artificial intelligence; computer integrated manufacturing; data mining; data warehouses; decision making; decision trees; expert systems; integrated circuit manufacture; intelligent manufacturing systems; knowledge representation; pattern classification; IC manufacturing; artificial intelligence; classification model; data mining; data warehouse; decision making; decision tree; expert system; intelligent CIM system design; intelligent computer integrated manufacturing system; online analytical processing; rule based knowledge presentation; Artificial intelligence; Classification algorithms; Classification tree analysis; Computer integrated manufacturing; Data analysis; Data mining; Data warehouses; Decision making; Decision trees; Intelligent manufacturing systems; computer integrated manufacturing (CIM); data mining; data warehouse;
Conference_Titel :
Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing, 2005 and First ACIS International Workshop on Self-Assembling Wireless Networks. SNPD/SAWN 2005. Sixth International Conference on
Print_ISBN :
0-7695-2294-7
DOI :
10.1109/SNPD-SAWN.2005.78