Title :
Uncertainty measures for general type-2 fuzzy sets
Author :
Zhai, Daoyuan ; Mendel, Jerry M.
Author_Institution :
Ming Hsieh Dept. of Electr. Eng., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
Five uncertainty measures have previously been defined for interval type-2 fuzzy sets (IT2 FSs), namely centroid, cardinality, fuzziness, variance and skewness. Based on a recently developed ¿-plane representation technique, this paper generalizes these definitions to general T2 FSs and, more importantly, derives a unified strategy for computing all different uncertainty measures with low complexity. The uncertainty measures of T2 FSs with different shaped footprints of uncertainty (FOU) and different triangular secondary membership functions are computed and are given as examples.
Keywords :
fuzzy logic; fuzzy set theory; interval type-2 fuzzy set; triangular secondary membership function; uncertainty measure; ¿-plane representation technique; Cybernetics; Electric variables measurement; Embedded computing; Frequency selective surfaces; Fuzzy sets; Image processing; Measurement uncertainty; Shape measurement; Signal processing; USA Councils; α-plane representation; cardinality; centroid; fuzziness; skewness; type-2 fuzzy sets; variance;
Conference_Titel :
Systems, Man and Cybernetics, 2009. SMC 2009. IEEE International Conference on
Conference_Location :
San Antonio, TX
Print_ISBN :
978-1-4244-2793-2
Electronic_ISBN :
1062-922X
DOI :
10.1109/ICSMC.2009.5346145