Reducing computation overhead in MISO fuzzy systems

Citation
B. Lazzerini et F. Marcelloni, Reducing computation overhead in MISO fuzzy systems, FUZ SET SYS, 113(3), 2000, pp. 485-496
Citations number
18
Categorie Soggetti
Engineering Mathematics
Journal title
FUZZY SETS AND SYSTEMS
ISSN journal
01650114 → ACNP
Volume
113
Issue
3
Year of publication
2000
Pages
485 - 496
Database
ISI
SICI code
0165-0114(20000801)113:3<485:RCOIMF>2.0.ZU;2-K
Abstract
Replacing each multi-input single-output (MISO) fuzzy rule by an equivalent collection of single-input single-output (SISO) rules effects a considerab le saving in computation time. In this paper, we show that the conclusion i nferred from a MISO rule can be computed as either the union or intersectio n of the conclusions inferred from the equivalent SISO rules depending on w hether the fuzzy implication operator is non-increasing or non-decreasing w ith respect to its first argument. This is of the utmost importance in fuzz y reasoning applied to fuzzy systems with several MISO rules. (C) 2000 Else vier Science B.V. All rights reserved.