DocumentCode
2593601
Title
A dynamic fuzzy reasoning method for adaptive diagnostic systems design
Author
Ulieru, Mihaela ; Smith, Michael H.
Author_Institution
Dept. of Comput. Sci. & Inf. Syst., Brunel Univ., Uxbridge, UK
fYear
1996
fDate
19-22 Jun 1996
Firstpage
423
Lastpage
427
Abstract
Tackles some critical issues in diagnostic problem solving by addressing the conceptual design of automatic diagnostic systems able to cope with complex dynamic processes. The dynamic switching fuzzy system model introduced by M.H. Smith (1994) is used as a generalized framework which dynamically changes the reasoning method by tuning the operators and/or defuzzification methods. This technique is applied to tune different fuzzy diagnostic models introduced by M. Ulieru (1995). The dynamic switching fuzzy diagnostic model (DFSDM) proposed in this paper can adapt online to drastic changes in the behavior of the diagnosed process. Tutorial investigations on an inverted pendulum clarify the ability of this method to cope with unexpected, unknown disturbances while simulation results on an electromechanical process prove the ability of this technique to manage critical faults in continuous dynamic systems
Keywords
adaptive systems; control system synthesis; diagnostic reasoning; fuzzy logic; fuzzy systems; online operation; problem solving; switching; tuning; uncertainty handling; adaptive diagnostic systems design; automatic diagnostic systems; complex dynamic processes; conceptual design; continuous dynamic systems; critical fault management; defuzzification methods; diagnosed process behavioural changes; dynamic fuzzy reasoning method; dynamic switching fuzzy diagnostic model; dynamic switching fuzzy system model; electromechanical process; inverted pendulum; online adaptation; operator tuning; simulation; unexpected unknown disturbances; Adaptive systems; Computer science; Degradation; Design engineering; Electronic mail; Fuzzy reasoning; Fuzzy systems; Information systems; Minerals; Problem-solving;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Information Processing Society, 1996. NAFIPS., 1996 Biennial Conference of the North American
Conference_Location
Berkeley, CA
Print_ISBN
0-7803-3225-3
Type
conf
DOI
10.1109/NAFIPS.1996.534771
Filename
534771
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