Gradual Numbers and Fuzzy Solutions to Fuzzy Optimization Problems

This short paper indicates that early examples of fuzzy elements in a fuzzy set, that is, entities that assign elements to membership values, in contrast with fuzzy sets that assign membership values to elements, can be found in papers by Verdegay in the early 1980, following a line of thought opened by Orlovsky. They are so-called fuzzy solutions to fuzzy optimization problems. The notion of fuzzy element, and more specifically gradual number sheds some light on the ambiguous notion of fuzzy number often viewed as generalizing a number while it generalizes intervals. The notion of fuzzy solution is in fact a parameterized solution, in the style of parametric programming. These considerations show the pioneering contributions of Verdegay to the development of fuzzy optimization.

[1]  Thomas Schiex,et al.  Soft Constraints , 2000, WLP.

[2]  Siegfried Gottwald,et al.  Applications of Fuzzy Sets to Systems Analysis , 1975 .

[3]  H. Zimmermann DESCRIPTION AND OPTIMIZATION OF FUZZY SYSTEMS , 1975 .

[4]  Didier Dubois,et al.  Possibility theory in constraint satisfaction problems: Handling priority, preference and uncertainty , 1996, Applied Intelligence.

[5]  S. Chanas The use of parametric programming in fuzzy linear programming , 1983 .

[6]  José L. Verdegay,et al.  Progress on Fuzzy Mathematical Programming: A personal perspective , 2015, Fuzzy Sets Syst..

[7]  Didier Dubois,et al.  Gradual elements in a fuzzy set , 2008, Soft Comput..

[8]  Hideo Tanaka,et al.  On Fuzzy-Mathematical Programming , 1973 .

[9]  Richard Bellman,et al.  Decision-making in fuzzy environment , 2012 .

[10]  Trevor P. Martin,et al.  The X-mu approach: Fuzzy quantities, fuzzy arithmetic and fuzzy association rules , 2013, 2013 IEEE Symposium on Foundations of Computational Intelligence (FOCI).

[11]  Daniel Sánchez,et al.  On a non-nested level-based representation of fuzziness , 2012, Fuzzy Sets Syst..

[12]  C. Carlsson,et al.  A parametric approach to fuzzy linear programming , 1986 .

[13]  Hans-Jürgen Zimmermann,et al.  Fuzzy mathematical programming , 1983, Comput. Oper. Res..

[14]  J. Verdegay A dual approach to solve the fuzzy linear programming problem , 1984 .

[15]  Didier Dubois,et al.  Gradual Numbers and Their Application to Fuzzy Interval Analysis , 2008, IEEE Transactions on Fuzzy Systems.

[16]  S. A. Orlovsky,et al.  ON PROGRAMMING WITH FUZZY CONSTRAINT SETS , 1977 .

[17]  D. Molodtsov Soft set theory—First results , 1999 .

[18]  Daniel Sánchez,et al.  Fuzzy quantification: a state of the art , 2014, Fuzzy Sets Syst..