Analysis and generalization of fault diagnosis methods for process monitoring

被引:173
作者
Alcala, Carlos F. [1 ]
Qin, S. Joe [1 ]
机构
[1] Univ So Calif, Mork Family Dept Chem Engn & Mat Sci, Ming Hsieh Dept Elect Engn, Los Angeles, CA 90089 USA
关键词
Fault diagnosis; IDENTIFICATION;
D O I
10.1016/j.jprocont.2010.10.005
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In process monitoring, several diagnosis methods have been used for fault diagnosis. These methods have been developed from different backgrounds and considerations. In this paper, five existing diagnosis methods are analyzed and generalized. It is shown that they can be unified into three general methods, making the original diagnosis methods special cases of the general ones. Also, a new form of relative contributions is proposed. An analysis of the diagnosability shows that some diagnosis methods do not guarantee correct diagnosis even for simple sensor faults with large magnitudes. For faults with modest fault magnitudes, Monte Carlo simulation is applied to compare the performance of the diagnosis methods. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:322 / 330
页数:9
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