DocumentCode
1293433
Title
Combined qualitative-quantitative steady-state diagnosis of continuous-valued systems
Author
Biswas, Gautam ; Kapadia, Ravi ; Yu, Xudong W.
Author_Institution
Dept. of Comput. Sci., Vanderbilt Univ., Nashville, TN, USA
Volume
27
Issue
2
fYear
1997
fDate
3/1/1997 12:00:00 AM
Firstpage
167
Lastpage
185
Abstract
This paper discusses systematic methods for diagnosis of complex engineering systems combining qualitative and quantitative analysis of analytic constraint equation system models to generate more precise and accurate candidates. Candidates generated from a qualitative steady-state partial explanation model are refined with available ordinal information on the magnitude of component parameter deviations. In addition, an incremental algorithm is implemented to efficiently process sequences of measurements. Empirical analysis demonstrates that accuracy and resolution of minimal candidate generation are improved by including ordinal information. This avoids the practical problems encountered when reasoning with pure quantitative information
Keywords
diagnostic reasoning; explanation; analytic constraint equation system models; complex engineering systems; continuous-valued systems; measurement sequence processing; ordinal information; partial explanation model; qualitative-quantitative steady-state diagnosis; Artificial intelligence; Computer science; Fault detection; Fault diagnosis; Information analysis; Nonlinear equations; Predictive models; Steady-state; Switches; Systems engineering and theory;
fLanguage
English
Journal_Title
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
Publisher
ieee
ISSN
1083-4427
Type
jour
DOI
10.1109/3468.554680
Filename
554680
Link To Document