Piecewise linear approximation of fuzzy numbers: algorithms, arithmetic operations and stability of characteristics

The problem of the piecewise linear approximation of fuzzy numbers giving outputs nearest to the inputs with respect to the Euclidean metric is discussed. The results given in Coroianu et al. (Fuzzy Sets Syst 233:26–51, 2013) for the 1-knot fuzzy numbers are generalized for arbitrary n-knot ($$n\ge 2$$n≥2) piecewise linear fuzzy numbers. Some results on the existence and properties of the approximation operator are proved. Then, the stability of some fuzzy number characteristics under approximation as the number of knots tends to infinity is considered. Finally, a simulation study concerning the computer implementations of arithmetic operations on fuzzy numbers is provided. Suggested concepts are illustrated by examples and algorithms ready for the practical use. This way, we throw a bridge between theory and applications as the latter ones are so desired in real-world problems.

[1]  Lucian C. Coroianu Best Lipschitz constant of the trapezoidal approximation operator preserving the expected interval , 2011, Fuzzy Sets Syst..

[2]  Dug Hun Hong,et al.  A T-sum bound of LR-fuzzy numbers , 1997, Fuzzy Sets Syst..

[3]  Lucian C. Coroianu,et al.  Conditioned weighted L-R approximations of fuzzy numbers , 2016, Fuzzy Sets Syst..

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

[5]  Chi-Tsuen Yeh,et al.  Approximations by LR-type fuzzy numbers , 2014, Fuzzy Sets Syst..

[6]  Przemysław Grzegorzewski,et al.  Algorithms for Trapezoidal Approximations of Fuzzy Numbers Preserving the Expected Interval , 2010 .

[7]  Adrian I. Ban,et al.  Approximation of fuzzy numbers by trapezoidal fuzzy numbers preserving the expected interval , 2008, Fuzzy Sets Syst..

[8]  Adrian I. Ban Triangular and parametric approximations of fuzzy numbers - inadvertences and corrections , 2009, Fuzzy Sets Syst..

[9]  M. Amparo Vila,et al.  On a canonical representation of fuzzy numbers , 1998, Fuzzy Sets Syst..

[10]  Przemyslaw Grzegorzewski,et al.  Trapezoidal approximations of fuzzy numbers , 2003, Fuzzy Sets Syst..

[11]  Marek Gagolewski,et al.  Piecewise Linear Approximation of Fuzzy Numbers Preserving the Support and Core , 2014, IPMU.

[12]  Lucian C. Coroianu,et al.  Nearest interval, triangular and trapezoidal approximation of a fuzzy number preserving ambiguity , 2012, Int. J. Approx. Reason..

[13]  Przemyslaw Grzegorzewski,et al.  Trapezoidal approximation and aggregation , 2011, Fuzzy Sets Syst..

[14]  Saeid Abbasbandy,et al.  The nearest trapezoidal form of a generalized left right fuzzy number , 2006, Int. J. Approx. Reason..

[15]  P. Kloeden,et al.  Metric Spaces Of Fuzzy Sets Theory And Applications , 1975 .

[16]  Adrian I. Ban,et al.  Optimization and extensions of a fuzzy multicriteria decision making method and applications to selection of touristic destinations , 2012, Expert Syst. Appl..

[17]  Ramon E. Moore Interval arithmetic and automatic error analysis in digital computing , 1963 .

[18]  Przemyslaw Grzegorzewski,et al.  Natural trapezoidal approximations of fuzzy numbers , 2014, Fuzzy Sets Syst..

[19]  Przemyslaw Grzegorzewski Trapezoidal approximations of fuzzy numbers preserving the expected interval - Algorithms and properties , 2008, Fuzzy Sets Syst..

[20]  Adrian I. Ban,et al.  Fuzzy Numbers : Approximations, Ranking and Applications , 2015 .

[21]  Przemyslaw Grzegorzewski,et al.  Metrics and orders in space of fuzzy numbers , 1998, Fuzzy Sets Syst..

[22]  Chi-Tsuen Yeh Weighted trapezoidal and triangular approximations of fuzzy numbers , 2009, Fuzzy Sets Syst..

[23]  Przemyslaw Grzegorzewski,et al.  Bi-symmetrically Weighted Trapezoidal Approximations of Fuzzy Numbers , 2009, 2009 Ninth International Conference on Intelligent Systems Design and Applications.

[24]  Chi-Tsuen Yeh A note on trapezoidal approximations of fuzzy numbers , 2007, Fuzzy Sets Syst..

[25]  Adrian I. Ban On the nearest parametric approximation of a fuzzy number - Revisited , 2009, Fuzzy Sets Syst..

[26]  Lucian C. Coroianu,et al.  Simplifying the Search for Effective Ranking of Fuzzy Numbers , 2015, IEEE Transactions on Fuzzy Systems.

[27]  Chi-Tsuen Yeh,et al.  On improving trapezoidal and triangular approximations of fuzzy numbers , 2008, Int. J. Approx. Reason..

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

[29]  Stefan Chanas,et al.  On the interval approximation of a fuzzy number , 2001, Fuzzy Sets Syst..

[30]  Luciano Stefanini,et al.  General approximation of fuzzy numbers by F-transform , 2016, Fuzzy Sets Syst..

[31]  Chi-Tsuen Yeh Trapezoidal and triangular approximations preserving the expected interval , 2008, Fuzzy Sets Syst..

[32]  Adrian I. Ban Remarks and corrections to the triangular approximations of fuzzy numbers using α-weighted valuations , 2011, Soft Comput..

[33]  Saeid Abbasbandy,et al.  Triangular approximations of fuzzy numbers using α-weighted valuations , 2009, Soft Comput..

[34]  Chi-Tsuen Yeh Note on “symmetric triangular approximations of fuzzy numbers under a general condition and properties” , 2018, Soft Comput..

[35]  Lucian Coroianu Lipschitz functions and fuzzy number approximations , 2012, Fuzzy Sets Syst..

[36]  Barnabás Bede,et al.  Approximation of fuzzy numbers by max-product Bernstein operators , 2014, Fuzzy Sets Syst..

[37]  Lucian C. Coroianu,et al.  Symmetric triangular approximations of fuzzy numbers under a general condition and properties , 2016, Soft Comput..

[38]  Christer Carlsson,et al.  Possibility for Decision - A Possibilistic Approach to Real Life Decisions , 2011, Studies in Fuzziness and Soft Computing.

[39]  Michael Hanss,et al.  Applied Fuzzy Arithmetic , 2005 .

[40]  Przemyslaw Grzegorzewski,et al.  Fuzzy number approximation via shadowed sets , 2013, Inf. Sci..

[41]  Chi-Tsuen Yeh Weighted semi-trapezoidal approximations of fuzzy numbers , 2011, Fuzzy Sets Syst..

[42]  Slavka Bodjanova,et al.  Median value and median interval of a fuzzy number , 2005, Inf. Sci..

[43]  Przemyslaw Grzegorzewski,et al.  Nearest interval approximation of a fuzzy number , 2002, Fuzzy Sets Syst..

[44]  Lucian C. Coroianu,et al.  Approximations of fuzzy numbers by trapezoidal fuzzy numbers preserving the ambiguity and value , 2011, Comput. Math. Appl..

[45]  Lucian C. Coroianu,et al.  Existence, uniqueness and continuity of trapezoidal approximations of fuzzy numbers under a general condition , 2014, Fuzzy Sets Syst..

[46]  Gisella Facchinetti,et al.  A characterization of a general class of ranking functions on triangular fuzzy numbers , 2004, Fuzzy Sets Syst..

[47]  Marek Gagolewski,et al.  Nearest piecewise linear approximation of fuzzy numbers , 2013, Fuzzy Sets Syst..

[48]  Lucian C. Coroianu,et al.  Discontinuity of the trapezoidal fuzzy number-valued operators preserving core , 2011, Comput. Math. Appl..

[49]  Sinem Peker,et al.  On the nearest parametric approximation of a fuzzy number , 2008, Fuzzy Sets Syst..

[50]  Przemyslaw Grzegorzewski,et al.  Trapezoidal approximations of fuzzy numbers - revisited , 2007, Fuzzy Sets Syst..

[51]  Marko Antonio Rojas-Medar,et al.  On polygonal fuzzy sets and numbers , 2012, Fuzzy Sets Syst..

[52]  Saeid Abbasbandy,et al.  The nearest trapezoidal fuzzy number to a fuzzy quantity , 2004, Appl. Math. Comput..

[53]  Lucian C. Coroianu,et al.  Existence, uniqueness, calculus and properties of triangular approximations of fuzzy numbers under a general condition , 2015, Int. J. Approx. Reason..

[54]  Saeid Abbasbandy,et al.  Weighted trapezoidal approximation-preserving cores of a fuzzy number , 2010, Comput. Math. Appl..