Title :
Comments on "Combinatorial rule explosion eliminated by a fuzzy rule configuration" [with reply]
Author :
Mendel, Jerry M. ; Qilian Liang ; Combs, W.E.
Author_Institution :
Dept. of Electr. Eng. Syst., Univ. of Southern California, Los Angeles, CA, USA
fDate :
6/1/1999 12:00:00 AM
Abstract :
In the original paper (IEEE Trans. Fuzzy Syst., vol.6, p.1-11, 1998), Combs and Andrews proved the following logical equivalence (stated here for two antecedents p and q and one consequent r, but easily generalize to an arbitrary number of antecedents and consequents): [(p/spl and/q)/spl rArr/r]/spl hArr/[(p/spl rArr/r)V(q/spl rArr/r)]. This is a very significant result because it suggests that we can replace multi-antecedent rules with an interconnection of single antecedent rules, which eliminates the rule explosion that is associated with multi-antecedent rules. Combs and Andrews refer to the left-hand side of this equivalence as an intersection rule configuration (IRC) and to its right-hand side as a union rule configuration (URC). Their result gives rise to two distinctly different paths for the design of fuzzy logic systems; IRC, which leads to rule explosion, and URC, which does not. The authors discuss four points about the IRC/spl hArr/URC relation. The original authors reply, acknowledging some of the points and stating that they would present their results differently if starting now.
Keywords :
computational complexity; fuzzy logic; IRC; URC; combinatorial rule explosion; fuzzy logic system design; fuzzy rule configuration; intersection rule configuration; multi-antecedent rules; single antecedent rules interconnection; union rule configuration; Explosions; Fuzzy logic; Image processing; Signal processing;
Journal_Title :
Fuzzy Systems, IEEE Transactions on