Title :
Effect of type-2 fuzzy membership function shape on modelling variation in human decision making
Author :
Ozen, Turhan ; Garibaldi, Jonathan M.
Author_Institution :
Autom. Scheduling Optimisation & Planning Res. Group, Nottingham Univ., UK
Abstract :
This paper explains how the shape of type-2 fuzzy membership functions can be used to model the variation in human decision making. An interval type-2 fuzzy logic system (FLS) is developed for umbilical acid-base assessment. The influence of the shape of the membership functions on the variation in decision making of the fuzzy logic system is studied using the interval outputs. Three different methods are used to create interval type-2 membership functions. The centre points of the primary membership functions are shifted, the widths are shifted, and a uniform band is introduced around the original type-1 membership functions. It is shown that there is a direct relationship between the variation in decision making and the uncertainty introduced to the membership functions.
Keywords :
decision making; fuzzy logic; fuzzy set theory; fuzzy systems; human decision making; interval type-2 fuzzy logic system; shape variation modelling; type-2 fuzzy membership functions; umbilical acid base assessment; Decision making; Electronic mail; Engines; Expert systems; Fuzzy logic; Fuzzy sets; Humans; Inference algorithms; Shape; Uncertainty;
Conference_Titel :
Fuzzy Systems, 2004. Proceedings. 2004 IEEE International Conference on
Print_ISBN :
0-7803-8353-2
DOI :
10.1109/FUZZY.2004.1375539