Title :
General type-2 FLS with uncertainty generated by fuzzy rough sets
Author :
Starczewski, Janusz T.
Author_Institution :
Dept. of Comput. Eng., Czestochowa Univ. of Technol., Czestochowa, Poland
Abstract :
In this paper, in the framework of the type-2 fuzzy logic system (FLS), a concept of fuzzification by fuzzy rough sets is introduced. The notion of the general type-2 fuzzy set is found to be concurrent with the fuzzy rough set in the sense of Nakamura. Instead of fuzzifying an input, ahead of time, we may construct a fuzzy rough set which acts as a type-2 fuzzy antecedent set. We demonstrate that general type-2 FLSs with antecedents generated by fuzzy rough sets can handle the uncertainty about the inputs in comparison to type-1 FLSs.
Keywords :
fuzzy logic; fuzzy set theory; fuzzy logic system; fuzzy rough sets; general type-2 FLS; type-2 fuzzy antecedent set; Approximation methods; Construction industry; Fuzzy logic; Fuzzy sets; Noise measurement; Rough sets; Uncertainty;
Conference_Titel :
Fuzzy Systems (FUZZ), 2010 IEEE International Conference on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4244-6919-2
DOI :
10.1109/FUZZY.2010.5584238