A novel probabilistic fuzzy set for uncertainties-based integration inference

The probabilistic fuzzy set and the related probabilistic fuzzy logic system is designed for handling the uncertainties with both stochastic and fuzzy features. In this paper, based on the review of probabilistic fuzzy logic system, a novel probabilistic fuzzy set is proposed. It considers random variation from center in the triangular membership function. The work presented will improve the potential application of probabilistic fuzzy sets.

[1]  RONALD R. YAGER,et al.  Fuzzy Subsets of Type Ii in Decisions , 1980, Cybern. Syst..

[2]  Fengming Song,et al.  What does a probabilistic interpretation of fuzzy sets mean? , 1996, IEEE Trans. Fuzzy Syst..

[3]  Mohammad R. Akbarzadeh-Totonchi,et al.  Probabilistic fuzzy logic and probabilistic fuzzy systems , 2001, 10th IEEE International Conference on Fuzzy Systems. (Cat. No.01CH37297).

[4]  L. Zadeh Discussion: probability theory and fuzzy logic are complementary rather than competitive , 1995 .

[5]  L. Zadeh,et al.  Probability theory and fuzzy logic are complementary rather than competitive , 1995 .

[6]  Kimon P. Valavanis,et al.  Probabilistic modeling of intelligent robotic systems , 1991, IEEE Trans. Robotics Autom..

[7]  J. Mendel Uncertain Rule-Based Fuzzy Logic Systems: Introduction and New Directions , 2001 .

[8]  Ana Colubi,et al.  Simulation of random fuzzy variables: an empirical approach to statistical/probabilistic studies with fuzzy experimental data , 2002, IEEE Trans. Fuzzy Syst..

[9]  Jerry M. Mendel,et al.  Applications of Type-2 Fuzzy Logic Systems to Forecasting of Time-series , 1999, Inf. Sci..

[10]  Zhi Liu,et al.  A probabilistic fuzzy logic system for modeling and control , 2005, IEEE Transactions on Fuzzy Systems.

[11]  John W. Seaman,et al.  Unity and diversity of fuzziness-from a probability viewpoint , 1994, IEEE Trans. Fuzzy Syst..

[12]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

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

[14]  N. N. Karnik,et al.  Introduction to type-2 fuzzy logic systems , 1998, 1998 IEEE International Conference on Fuzzy Systems Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98CH36228).

[15]  Jerry M. Mendel,et al.  Type-2 fuzzy logic systems , 1999, IEEE Trans. Fuzzy Syst..

[16]  Zhi Liu,et al.  A Probabilistic Neural-Fuzzy Learning System for Stochastic Modeling , 2008, IEEE Transactions on Fuzzy Systems.

[17]  Zhi Liu,et al.  Probabilistic fuzzy logic system: A tool to process stochastic and imprecise information , 2009, 2009 IEEE International Conference on Fuzzy Systems.

[18]  Ma Songde,et al.  A new radial basis probabilistic neural network model , 1996, Proceedings of Third International Conference on Signal Processing (ICSP'96).

[19]  Jerry M. Mendel,et al.  Uncertainty, fuzzy logic, and signal processing , 2000, Signal Process..

[20]  Zhi Liu,et al.  A probabilistic fuzzy logic system for uncertainty modeling , 2005, 2005 IEEE International Conference on Systems, Man and Cybernetics.

[21]  K. Wu Fuzzy interval control of mobile robots , 1996 .

[22]  J. C. Pidre,et al.  Probabilistic model for mechanical power fluctuations in asynchronous wind parks , 2003 .