COMPOSING MODEL-BASED DIAGNOSTIC SYSTEMS

被引:0
作者
LEITCH, R
FREITAG, H
TORNIELLI, G
SHEN, Q
机构
[1] SIEMENS AG,W-8000 MUNICH,GERMANY
[2] CISE SPA,MILAN,ITALY
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a novel approach to developing model-based diagnostic systems based on composing a solution from a prespecified and predeveloped, and hence reusable, set of software modules identified from a functional analysis of the complete model-based diagnostic process. This approach leads to a generic architecture, developed within the ARTIST project (Leitch et al., 1992), that encompasses the main model-based diagnostic techniques currently being employed in applications. The architecture consists of predictor, candidate proposer, and diagnostic strategist modules that represent the primitive functionalities of: application systems. Instantiations of each of these functionalities are provided for the main strategies, i.e., dependency recording and iterative search based techniques. From these modules three complete diagnostic systems have been developed and applied to two full-scale industrial applications and a laboratory-scale process-rig. Such an approach allows the reuse of existing modules, customized by the relevant domain knowledge, resulting in a much reduced development time and making the power and generality of model-based applications to diagnosis technically and economically viable for a wide range of industrial applications. (C) 1995 John Wiley & Sons, Inc.
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页码:203 / 217
页数:15
相关论文
共 15 条
[1]  
CERMIGNANI S, 1991, 2ND P INT WORKSH PRI, P53
[2]   DIAGNOSTIC REASONING BASED ON STRUCTURE AND BEHAVIOR [J].
DAVIS, R .
ARTIFICIAL INTELLIGENCE, 1984, 24 (1-3) :347-410
[3]  
DAVIS R, 1982, AI MAG, V3, P1
[4]   AN ASSUMPTION-BASED TMS [J].
DEKLEER, J .
ARTIFICIAL INTELLIGENCE, 1986, 28 (02) :127-162
[5]   DIAGNOSING MULTIPLE FAULTS [J].
DEKLEER, J ;
WILLIAMS, BC .
ARTIFICIAL INTELLIGENCE, 1987, 32 (01) :97-130
[6]  
FREITAG H, 1990, LECT NOTES ARTIF INT, V462, P79
[7]  
GENESERETH M, 1984, ARTIF INTELL, V24, P347
[8]  
LEITCH R, 1993, 8TH P INT C APPL ART, P291
[9]  
LEITCH RR, 1992, IND APPLICATIONS KNO, P289
[10]  
LEITCH RR, 1991, 2ND P INT WORKSH PRI, P121