New Order on Type 2 Fuzzy Numbers

Since Lotfi A. Zadeh introduced the concept of fuzzy sets in 1965, many authors have devoted their efforts to the study of these new sets, both from a theoretical and applied point of view. Fuzzy sets were later extended in order to get more adequate and flexible models of inference processes, where uncertainty, imprecision or vagueness is present. Type 2 fuzzy sets comprise one of such extensions. In this paper, we introduce and study an extension of the fuzzy numbers (type 1), the type 2 generalized fuzzy numbers and type 2 fuzzy numbers. Moreover, we also define a partial order on these sets, which extends into these sets the usual order on real numbers, which undoubtedly becomes a new option to be taken into account in the existing total preorders for ranking interval type 2 fuzzy numbers, which are a subset of type 2 generalized fuzzy numbers.

[1]  George J. Klir,et al.  Constrained fuzzy arithmetic: Basic questions and some answers , 1998, Soft Comput..

[2]  Ching-Lai Hwang,et al.  Fuzzy Ranking Methods , 1992 .

[3]  Hsiang-Chuan Liu Type 2 Generalized Intuitionistic Fuzzy Choquet Integral Operator for Multi-criteria Decision Making , 2010, International Symposium on Parallel and Distributed Processing with Applications.

[4]  Milos Manic,et al.  Monotone Centroid Flow Algorithm for Type Reduction of General Type-2 Fuzzy Sets , 2012, IEEE Transactions on Fuzzy Systems.

[5]  Gisella Facchinetti,et al.  Ambiguity of Fuzzy Quantities and a New Proposal for their Ranking , 2012 .

[6]  Alexander E. Gegov,et al.  Ranking of interval type-2 fuzzy numbers based on centroid point and spread , 2015, 2015 7th International Joint Conference on Computational Intelligence (IJCCI).

[7]  Elbert A. Walker,et al.  Lattices of convex normal functions , 2008, Fuzzy Sets Syst..

[8]  Etienne E. Kerre,et al.  Reasonable properties for the ordering of fuzzy quantities (II) , 2001, Fuzzy Sets Syst..

[9]  D. Dubois,et al.  The mean value of a fuzzy number , 1987 .

[10]  Gisella Facchinetti,et al.  The Total Variation of Bounded Variation Functions to Evaluate and Rank Fuzzy Quantities , 2013, Int. J. Intell. Syst..

[11]  Christian Wagner,et al.  Data-Informed Fuzzy Measures for Fuzzy Integration of Intervals and Fuzzy Numbers , 2015, IEEE Transactions on Fuzzy Systems.

[12]  Milos Manic,et al.  General Type-2 Fuzzy C-Means Algorithm for Uncertain Fuzzy Clustering , 2012, IEEE Transactions on Fuzzy Systems.

[13]  G. Bortolan,et al.  A review of some methods for ranking fuzzy subsets , 1985 .

[14]  Francisco Herrera,et al.  Interval Type-2 Fuzzy Sets are Generalization of Interval-Valued Fuzzy Sets: Toward a Wider View on Their Relationship , 2015, IEEE Transactions on Fuzzy Systems.

[15]  Elbert A. Walker,et al.  The algebra of fuzzy truth values , 2005, Fuzzy Sets Syst..

[16]  Marc Roubens,et al.  Ranking and defuzzification methods based on area compensation , 1996, Fuzzy Sets Syst..

[17]  Lotfi A. Zadeh,et al.  The Concepts of a Linguistic Variable and its Application to Approximate Reasoning , 1975 .

[18]  Saeid Abbasbandy,et al.  A new approach for ranking of trapezoidal fuzzy numbers , 2009, Comput. Math. Appl..

[19]  Ramesh C. Jain A procedure for multiple-aspect decision making using fuzzy sets , 1977 .

[20]  Hani Hagras,et al.  Toward General Type-2 Fuzzy Logic Systems Based on zSlices , 2010, IEEE Transactions on Fuzzy Systems.

[21]  Adam Niewiadomski,et al.  On Finity, Countability, Cardinalities, and Cylindric Extensions of Type-2 Fuzzy Sets in Linguistic Summarization of Databases , 2010, IEEE Transactions on Fuzzy Systems.

[22]  James M. Keller,et al.  A fuzzy Choquet integral with an interval type-2 fuzzy number-valued integrand , 2010, International Conference on Fuzzy Systems.

[23]  Feilong Liu,et al.  An efficient centroid type-reduction strategy for general type-2 fuzzy logic system , 2008, Inf. Sci..

[24]  József Dombi,et al.  Type-2 implications on non-interactive fuzzy truth values , 2008, Fuzzy Sets Syst..

[25]  Etienne E. Kerre,et al.  Reasonable properties for the ordering of fuzzy quantities (II) , 2001, Fuzzy Sets Syst..

[26]  Hsiang-chuan Liu Liu's Generalized Intuitionistic Fuzzy Sets , 2010 .

[27]  Robert LIN,et al.  NOTE ON FUZZY SETS , 2014 .

[28]  Elbert A. Walker,et al.  Convex normal functions revisited , 2010, Fuzzy Sets Syst..

[29]  Sunil Jacob John Generalized Intuitionistic Fuzzy Soft Sets and Its Applications , 2011 .

[30]  E. Lee,et al.  Comparison of fuzzy numbers based on the probability measure of fuzzy events , 1988 .

[31]  George J. Klir,et al.  The Role of Constrained Fuzzy Arithmetic in Engineering , 1998 .

[32]  Ramesh Jain,et al.  DECISION MAKING IN THE PRESENCE OF FUZZY VARIABLES , 1976 .

[33]  José L. Verdegay,et al.  Automatic ranking of fuzzy numbers with the criterion of a decision-maker learnt by an artificial neural network , 1994 .

[34]  M. Mizumoto,et al.  Fuzzy sets and type 2 under algebraic product and algebraic sum , 1981 .

[35]  Jerry M. Mendel,et al.  Type-2 fuzzy sets made simple , 2002, IEEE Trans. Fuzzy Syst..

[36]  Gholamreza Hesamian,et al.  Measuring Similarity and Ordering Based on Interval Type-2 Fuzzy Numbers , 2017, IEEE Transactions on Fuzzy Systems.

[37]  Masaharu Mizumoto,et al.  Some Properties of Fuzzy Sets of Type 2 , 1976, Inf. Control..

[38]  D. Dubois,et al.  Operations on fuzzy numbers , 1978 .

[39]  Mirko Navara Computation with fuzzy quantities , 2011, EUSFLAT Conf..