DocumentCode :
2174060
Title :
A general type-2 Fuzzy Logic based Multi-Criteria group decision making for lighting level selection in an intelligent environment
Author :
Nairm, Syibrah ; Hagras, Hani
Author_Institution :
Comput. Intell. Centre, Univ. of Essex, Colchester, UK
fYear :
2013
fDate :
17-18 Sept. 2013
Firstpage :
65
Lastpage :
70
Abstract :
Selecting a suitable lighting level for reading is crucial to the overall success of reading comprehension. The light level preferences vary amongst the various users specifically according to changing environment conditions. Thus, it is important when designing the illumination at various intelligent shared spaces to consider the preferences of users from different backgrounds. Hence, we propose a Fuzzy Logic-Multi Criteria Group Decision Making (FL-MCGDM) system which provides a comprehensive valuation from a group of decision makers utilizes General Type-2 Fuzzy Sets. We have carried out experiments in the intelligent apartment (iSpace) located in the University of Essex. The aggregation operation in the proposed method aggregates the various DMs opinions which allow handling the disagreements of DMs´ opinions into a unique approval. In addition, the proposed system showed agreement between the proposed method and the real decision outputs from DMs (as quantified by the Pearson Correlation) which outperformed the FL-MCGDM systems based on Type-1 Fuzzy Sets, Interval Type-2 Fuzzy Sets and Interval Type-2 Fuzzy Sets with Hesitation Index.
Keywords :
decision making; fuzzy logic; fuzzy set theory; lighting control; operations research; FL MCGDM system; Pearson correlation; changing environment conditions; decision makers; general type-2 fuzzy logic based multicriteria group decision making; general type-2 fuzzy sets; hesitation index; iSpace; illumination; intelligent apartment; intelligent environment; intelligent shared spaces; interval type-2 fuzzy sets; light level preferences; lighting level selection; reading comprehension; type-1 fuzzy sets; Computer science; Decision making; Educational institutions; Fuzzy logic; Fuzzy sets; Pragmatics; Uncertainty; general type-2 fuzzy sets; multi-criteria group decision making;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Science and Electronic Engineering Conference (CEEC), 2013 5th
Conference_Location :
Colchester
Type :
conf
DOI :
10.1109/CEEC.2013.6659447
Filename :
6659447
Link To Document :
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