Multiple-fault diagnosis under uncertain conditions by the quantification of qualitative relations

被引:14
作者
Lee, GB
Lee, BW
Yoon, ES [1 ]
Han, CH
机构
[1] Seoul Natl Univ, Div Chem Engn, Seoul 151742, South Korea
[2] Chung Ju Natl Univ, Dept Ind Chem, Chungbuk 380702, South Korea
[3] Pohang Univ Sci & Technol, Ctr Automat Res, Pohang 790784, South Korea
[4] Pohang Univ Sci & Technol, Dept Chem Engn, Pohang 790784, South Korea
关键词
D O I
10.1021/ie980359k
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Among many fault diagnosis methodologies for chemical processes, the signed digraph (SDG) offers a simple and graphical representation of the causal relationship between process variables and has been widely used. The assumptions of SDG such as single-fault assumption and consistent path assumption, however, have limited its applications to real processes. This paper presents a multiple-fault diagnosis methodology utilizing many advantages of SDG. The diagnosis model is organized by carefully modifying SDG and searching the fault propagation path. The on-line diagnosis is performed through quantifying the qualitative relation of the fault propagation path, and this quantification enables the diagnosis to overcome the weakness of SDG under uncertainty and to diagnose multiple faults. Also, this work suggests how modified-CUSUM (cumulative sum) can be used to handle compensatory or inverse response. The proposed methodology is illustrated with a case study of a continuously stirred tank reactor (CSTR) with a heat exchanger.
引用
收藏
页码:988 / 998
页数:11
相关论文
共 17 条
[1]  
BECRAFT WR, 1991, P SPIE, V2
[2]  
CHOE YJ, 1995, THESIS SEOUL NATL U
[3]   A ROBUST EVENT-ORIENTED METHODOLOGY FOR DIAGNOSIS OF DYNAMIC PROCESS SYSTEMS [J].
FINCH, FE ;
OYELEYE, OO ;
KRAMER, MA .
COMPUTERS & CHEMICAL ENGINEERING, 1990, 14 (12) :1379-1396
[4]  
HAN JH, 1986, THESIS SEOUL NATL U
[5]  
HASHIMOTO Y, 1991, P 4 INT S PROC SYST, V2
[6]   AN ALGORITHM FOR DIAGNOSIS OF SYSTEM FAILURES IN THE CHEMICAL PROCESS [J].
IRI, M ;
AOKI, K ;
OSHIMA, E ;
MATSUYAMA, H .
COMPUTERS & CHEMICAL ENGINEERING, 1979, 3 (1-4) :489-493
[7]   FAULT LOCATION USING DIGRAPH AND INVERSE DIRECTION SEARCH WITH APPLICATION [J].
KOKAWA, M ;
MIYAZAKI, S ;
SHINGAI, S .
AUTOMATICA, 1983, 19 (06) :729-735
[8]   MALFUNCTION DIAGNOSIS USING QUANTITATIVE MODELS WITH NON-BOOLEAN REASONING IN EXPERT SYSTEMS [J].
KRAMER, MA .
AICHE JOURNAL, 1987, 33 (01) :130-140
[9]   A RULE-BASED APPROACH TO FAULT-DIAGNOSIS USING THE SIGNED DIRECTED GRAPH [J].
KRAMER, MA ;
PALOWITCH, BL .
AICHE JOURNAL, 1987, 33 (07) :1067-1078
[10]  
LEE G, 1997, THESIS SEOUL NATL U