Title :
Knowledge discovery application framework for manufacturing execution, diagnosis and optimization
Author :
Ma, Hui ; Zhang, JingBing ; Zhao, YiZhi ; Tan, Chakhuah ; Qu, Runtao ; Wu, Guangning
Author_Institution :
Singapore Inst. of Manuf. Technol., Nanyang Drive, Singapore
Abstract :
We propose a knowledge discovery application framework that can be utilized online to knowledge-enrich the dynamic decision-making processes involved in manufacturing execution, diagnosis and optimization. The key concepts, building components, and available techniques related to application in manufacturing execution, diagnosis and optimization system are discussed. The proposed framework is applied to the development of an intelligent monitoring and diagnosis system for one type of manufacturing machine. The test results show it could provide decision-making support for machine health condition based maintenance.
Keywords :
computerised monitoring; data mining; decision making; decision support systems; intelligent manufacturing systems; knowledge representation; optimised production technology; decision-making process; intelligent monitoring system; knowledge discovery application framework; machine health condition based maintenance; manufacturing diagnosis; manufacturing execution; manufacturing machine; manufacturing optimization system; Condition monitoring; Data mining; Decision making; Drives; Humans; Intelligent sensors; Machine intelligence; Manufacturing processes; Pulp manufacturing; Testing;
Conference_Titel :
Industrial Informatics, 2003. INDIN 2003. Proceedings. IEEE International Conference on
Print_ISBN :
0-7803-8200-5
DOI :
10.1109/INDIN.2003.1300261
