Title :
A study on fuzzy reasoning mechanism based on extension principle
Author :
Yang, Xu ; Kerre, E.E. ; Ruan, Da ; Zhenming, Song
Author_Institution :
Dept. of Appl. Math., Southwest Jiaotong Univ., Sichuan, China
Abstract :
The author looks at the possibility to extend precise reasoning based on classical set theory to fuzzy reasoning based on fuzzy set theory by using Zadeh´s extension principle. It is shown from the decomposition theorem in fuzzy set theory that the whole fuzziness of an object can be characterized by a sequence of local clear properties of that object. Hence, fuzzy reasoning can also be implemented by using a sequence of precise reasonings. Considering this ideal, we can translate the fuzzy relation “if A then B” in generalized modus ponens (GMP) rule into a corresponding precise relation between subsets of X and subsets of Y, then extend this corresponding precise relation to two kinds of transformations between fuzzy sets of X and fuzzy sets of Y by using of Zadeh´s extension principle. Finally, two extension principle-based fuzzy reasoning methods, the GMP and generalized modus tollens fuzzy reasoning methods, are established, and some properties about these two fuzzy reasoning methods investigated
Keywords :
fuzzy logic; fuzzy set theory; inference mechanisms; uncertainty handling; Zadeh extension principle; decomposition theorem; fuzzy reasoning; fuzzy relation; fuzzy set theory; generalized modus ponens; generalized modus tollens; Artificial intelligence; Cognition; Computer science; Fuzzy reasoning; Fuzzy set theory; Fuzzy sets; Humans; Information processing; Mathematics; Set theory;
Conference_Titel :
Fuzzy Systems, 2000. FUZZ IEEE 2000. The Ninth IEEE International Conference on
Conference_Location :
San Antonio, TX
Print_ISBN :
0-7803-5877-5
DOI :
10.1109/FUZZY.2000.838656