METHOD AND SYSTEM FOR EVALUATING AND MODIFYING FUZZY KNOWLEDGE

Patent №

US 5,267,348

Granted

1993-11-30

Filed 1991

Owner

HITACHI, LTD., A CORP. OF JAPAN

Lab

AI components

4

ml · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

07664628

A fuzzy evaluation and modification system evaluates and modifies the fuzzy knowledge in a fuzzy reasoning system. The fuzzy knowledge includes fuzzy rules, each described in an "if . . . , then . . ." format, and membership functions defining meanings of propositions described in the "if . . . , then" parts. Results of the fuzzy reasoning are monitored and compared with real data of a plurality of real test cases to evaluate the fuzzy knowledge. An influence power of each of the fuzzy rules with respect to the fuzzy reasoning results is attained for all the cases. Superpositional display of real data on the membership functions of the "if . . ." part and reasoning results on the membership functions of the "then . . ." part indicates a relationship between the membership function and the real data. The system includes units for obtaining a grade of rule representing adequacy of the fuzzy rule based on the membership functions associated with the "if" part, attaining defuzzification values of the membership functions related to the "then" part and obtaining differences between the defuzzification values and the real data. A relationship between the grade of rule and the difference thus obtained between the defuzzification values and the real data is outputted to an output unit. The fuzzy knowledge is modified by an operator in association with the output.

Machine learningKnowledge representationPlanningAI hardwareG05B 13/0275G06N 5/048G06N 7/026Y10S 706/90Y10S 706/926

AI classification

Planning1.00
Machine learning1.00
Knowledge representation1.00
AI hardware0.97
Natural language0.10
Vision0.01
Speech0.01
Evolutionary computation0.00

Ownership

HITACHI, LTD., A CORP. OF JAPAN

assignment · 56270482

Assignors

SOMEYA, RYUKO, KOSAKA, MICHITAKA, MIZUNO, HIROTAKA, SASAKI, TOSHIRO, SUEMITSU, SATORU

On an employer assignment, the assignors are typically the inventors.

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