An efficient expert system for machine fault diagnosis

被引:44
作者
Liu, SC
Liu, SY
机构
[1] Natl Pingtung Univ Sci & Technol, Dept MIS, Pingtung 912, Taiwan
[2] I Shou Univ, Dept Ind Engn & Management, Kaohsiung 840, Taiwan
关键词
domain knowledge base; efficient expert system; fault diagnosis; fuzzy group multiple attribute decision making; meta knowledge base;
D O I
10.1007/s00170-002-1389-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An efficient expert system for machine fault diagnosis is developed. A new search method is proposed in this system to improve the efficiency of the diagnostic process. First of all, a diagnostic tree (a decision tree) is built by domain experts according to the functions of the devices in the machine. Then, the diagnostic priorities of nodes (devices) in the tree are determined based on a fuzzy group multiple attribute decision making method. A meta knowledge base for fault diagnosis is generated automatically, based on the determined priorities to guide the diagnostic process. After that, a domain knowledge base that hypothesises possible faults for each device in the tree is generated by domain experts and/or manuals. At last, the inference process starts based on the meta knowledge base and hypothesises which device is the possible cause of failure. To validate the system performance, an illustrative example (VCR troubleshooting) is presented for demonstration purposes.
引用
收藏
页码:691 / 698
页数:8
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