Title :
A fuzzy logic expert system for fault diagnosis and security assessment of power transformers
Author :
Ping, Zhou ; Shiheng, Xu
Author_Institution :
Electr. Power Res. Inst. Beijing, China
Abstract :
A fuzzy logic expert system for diagnosis and security assessment of power transformers (FDSAPT) is presented. A prototype of this expert-system has been accomplished with the AI-language Turbo-Prolog on a microcomputer and satisfactory application results were obtained. In building a sophisticated expert system for FD-SAPT, the main difficulties arise from the inexactness or impreciseness of the fault information, the uncertainty of the inference rules, the complexity of representing experts´ knowledge, and the inference process. To solve these problems, the test information was represented by fuzzy sets obtained by the operation of predicate rules. A production rule with a certainty factor was adopted to represent the knowledge of experts, and a fuzzy inference approach based on fuzzy synthetic judgment theory was introduced into the inexact reasoning of the expert system. A complex inference mechanism with depth-first search strategy was successfully used in this system. The FDSAPT system has been applied to Beijing electric power system and satisfactory results were obtained
Keywords :
diagnostic expert systems; fault diagnosis; fuzzy logic; inference mechanisms; knowledge representation; power system analysis computing; power transformers; security; tree searching; uncertainty handling; AI-language; Beijing electric power system; FD-SAPT; Turbo-Prolog; certainty factor; depth-first search strategy; fault diagnosis; fuzzy inference; fuzzy logic expert system; fuzzy sets; fuzzy synthetic judgment; impreciseness; inexact reasoning; inexactness; inference process; inference rules; knowledge representation; microcomputer; power transformers; predicate rules; security assessment; uncertainty; Diagnostic expert systems; Fault diagnosis; Fuzzy logic; Fuzzy reasoning; Fuzzy systems; Hybrid intelligent systems; Information security; Power system security; Power transformers; Prototypes;
Conference_Titel :
Tools with Artificial Intelligence, 1993. TAI '93. Proceedings., Fifth International Conference on
Conference_Location :
Boston, MA
Print_ISBN :
0-8186-4200-9
DOI :
10.1109/TAI.1993.634012