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
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;
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
DOI :
10.1109/NAFIPS.1996.534771