TY - JOUR
T1 - Reinforcing fuzzy rule-based diagnosis of turbomachines with case-based reasoning
AU - Yang, M.
AU - Shen, Qiang
N1 - Yang, M., Shen, Q., Reinforcing fuzzy rule-based diagnosis of turbomachines, International Journal of Knowledge-Based and Intelligent Engineering Systems, 12(2):173-181, 2008
PY - 2008/5/15
Y1 - 2008/5/15
N2 - This paper presents an integrated knowledge-based system, which combines fuzzy rule-based reasoning with case-based reasoning, for turbomachinery diagnosis. By incorporating a case-based reasoning sub-system in a fuzzy rule-based system, the integrated system allows past experience to be applied in a more direct way. This helps improve the diagnostic accuracy of the rule-based system. This approach has been implemented for the specific task of identifying possible causes of observed vibrations in rotating machines, based on the initial work presented in [18]. The ability that the case-based sub-system brings to the integrated system in improving the diagnostic efficacy of the original rule-based system is demonstrated with test results on real cases.
AB - This paper presents an integrated knowledge-based system, which combines fuzzy rule-based reasoning with case-based reasoning, for turbomachinery diagnosis. By incorporating a case-based reasoning sub-system in a fuzzy rule-based system, the integrated system allows past experience to be applied in a more direct way. This helps improve the diagnostic accuracy of the rule-based system. This approach has been implemented for the specific task of identifying possible causes of observed vibrations in rotating machines, based on the initial work presented in [18]. The ability that the case-based sub-system brings to the integrated system in improving the diagnostic efficacy of the original rule-based system is demonstrated with test results on real cases.
U2 - 10.3233/KES-2008-12208
DO - 10.3233/KES-2008-12208
M3 - Article
SN - 1327-2314
VL - 12
SP - 173
EP - 181
JO - International Journal of Knowledge-Based and Intelligent Engineering Systems
JF - International Journal of Knowledge-Based and Intelligent Engineering Systems
IS - 2
ER -