Title :
A general type-2 fuzzy logic approach for adaptive modeling of perceptions for Computing With Words
Author :
Bilgin, Aysenur ; Hagras, Hani ; Malibari, Areej ; Alhaddad, Mohammed J. ; Alghazzawi, Daniyal
Author_Institution :
Sch. of Comput. Sci. & Electron. Eng., Univ. of Essex, Colchester, UK
Abstract :
In a broad sense, the Computing With Words (CWW) vision tries to tackle the problem of human intelligence by taking the human mind as a role model. A key element to facilitate the mapping of the human´s brain reasoning into computer processes is to identify the step-by-step formation of perceptual judgments. In this paper, we present an approach that employs general type-2 fuzzy logic which enables the human perceptions to be dynamically modeled and adapted depending on the human experience. This approach can be regarded as a step to enable the CWW vision. We will present real-world experiments which were conducted with real users in the intelligent apartment (iSpace) in the University of Essex. The experiments demonstrate the results of the proposed approach for the adaptive modeling of ambient luminance perception.
Keywords :
brain; cognition; fuzzy logic; human computer interaction; learning (artificial intelligence); visual perception; word processing; CWW vision; adaptive perception modeling; ambient luminance perception; computer process; computing with word; human brain reasoning; human intelligence; human mind; human perception; perceptual judgment; type-2 fuzzy logic approach; Cognition; Computational modeling; Fuzzy sets; Humans; Intelligent sensors; Pragmatics; computing with words; general type-2 fuzzy logic; human perceptual judgment; modeling perceptions;
Conference_Titel :
Computational Intelligence (UKCI), 2012 12th UK Workshop on
Conference_Location :
Edinburgh
Print_ISBN :
978-1-4673-4391-6
DOI :
10.1109/UKCI.2012.6335769