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Laser simulator logic: A novel inference system for highly overlapping of linguistic variable in membership functions

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dc.contributor.authorAli M.A.H.en_US
dc.contributor.authorMekhilef S.en_US
dc.contributor.authorYusoff N.en_US
dc.contributor.authorRazak B.A.en_US
dc.contributor.authorid57199279259en_US
dc.contributor.authorid57928298500en_US
dc.contributor.authorid57213706005en_US
dc.contributor.authorid6507317343en_US
dc.date.accessioned2023-05-29T09:36:14Z
dc.date.available2023-05-29T09:36:14Z
dc.date.issued2022
dc.description.abstractA new approach for Fuzzification and Defuzzification processes of a high degree of overlapping between the linguistic variables through proportional and relative-dynamic-scale membership functions is presented in this paper. Most of related works that utilized type-1 and 2 fuzzy logic algorithms are confused and questionable from two points of view: (1) the overlapping between linguistic variables values starts almost from the midst of each other; so, what will be happened if it starts before the midst i.e., increasing the degree of overlapping, - (2) the linguistic variables are commonly represented by symmetrical membership functions form. It has been found that the current type 1 and 2 fuzzy logic are no longer suitable to deal with highly inference between linguistic variables. Thus, a novel algorithm, called laser simulator logic, is introduced in this paper to deal with the issue of highly inference of linguistic variables membership functions, which depends mainly on a proportional and relative-dynamic scale of membership function that will change the scale of membership continuously based on the crisp input/output. Results show that the laser simulator performs better than both type-1 and 2 fuzzy logic when there is a high degree of overlapping between the linguistic variables. � 2022 The Author(s)en_US
dc.description.natureFinalen_US
dc.identifier.doi10.1016/j.jksuci.2022.07.017
dc.identifier.epage8040
dc.identifier.issue10
dc.identifier.scopus2-s2.0-85136040012
dc.identifier.spage8019
dc.identifier.urihttps://www.scopus.com/inward/record.uri?eid=2-s2.0-85136040012&doi=10.1016%2fj.jksuci.2022.07.017&partnerID=40&md5=23faf3fd5fecb58f939305e03442a0b7
dc.identifier.urihttps://irepository.uniten.edu.my/handle/123456789/26700
dc.identifier.volume34
dc.publisherKing Saud bin Abdulaziz Universityen_US
dc.relation.ispartofAll Open Access, Gold
dc.sourceScopus
dc.sourcetitleJournal of King Saud University - Computer and Information Sciences
dc.titleLaser simulator logic: A novel inference system for highly overlapping of linguistic variable in membership functionsen_US
dc.typeArticleen_US
dspace.entity.typePublication
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