Relevance of Polynomial Order in Takagi-Sugeno Fuzzy Inference Systems Applied in Diagnosis Problems

作者: Emanuel Ontiveros-Robles , Patricia Melin , Oscar Castillo

DOI: 10.1109/FUZZ-IEEE.2019.8859028

关键词:

摘要: Nowadays Takagi Sugeno Fuzzy Inference Systems provide an interesting alternative to solve different kind of problems, and this is because approach offers versatility easy design. One the applications in classification area, specifically diagnosis order be used as computer aided systems, provides results. This paper aims at evaluating performance systems but modifying polynomial. polynomial originally a first-order that relates inputs with firing force rules. However, emergence high-order polynomials evaluate how can improve Systems. On other hand, we by changing for Type-1, Interval Type-2 General Systems, obtain tendency respect

参考文章(43)
Leticia Cervantes, Oscar Castillo, Type-2 fuzzy logic aggregation of multiple fuzzy controllers for airplane flight control Information Sciences. ,vol. 324, pp. 247- 256 ,(2015) , 10.1016/J.INS.2015.06.047
C. I. Gonzalez, J. R. Castro, O. Mendoza, A. Rodriguez-Diaz, P. Melin, O. Castillo, Edge detection method based on Interval type-2 fuzzy systems for color images north american fuzzy information processing society. pp. 1- 6 ,(2015) , 10.1109/NAFIPS-WCONSC.2015.7284204
Claudia I. Gonzalez, Patricia Melin, Juan R. Castro, Oscar Castillo, Olivia Mendoza, Optimization of interval type-2 fuzzy systems for image edge detection soft computing. ,vol. 47, pp. 631- 643 ,(2016) , 10.1016/J.ASOC.2014.12.010
Nohe R. Cazarez-Castro, Luis T. Aguilar, Oscar Castillo, Designing Type-1 and Type-2 Fuzzy Logic Controllers via Fuzzy Lyapunov Synthesis for nonsmooth mechanical systems Engineering Applications of Artificial Intelligence. ,vol. 25, pp. 971- 979 ,(2012) , 10.1016/J.ENGAPPAI.2012.03.003
Ahmad M. El-Nagar, Mohammad El-Bardini, Nabila M. EL-Rabaie, Intelligent control for nonlinear inverted pendulum based on interval type-2 fuzzy PD controller alexandria engineering journal. ,vol. 53, pp. 23- 32 ,(2014) , 10.1016/J.AEJ.2013.11.006
Patricia Melin, Claudia I. Gonzalez, Juan R. Castro, Olivia Mendoza, Oscar Castillo, Edge-Detection Method for Image Processing Based on Generalized Type-2 Fuzzy Logic IEEE Transactions on Fuzzy Systems. ,vol. 22, pp. 1515- 1525 ,(2014) , 10.1109/TFUZZ.2013.2297159
J.-S.R. Jang, ANFIS: adaptive-network-based fuzzy inference system systems man and cybernetics. ,vol. 23, pp. 665- 685 ,(1993) , 10.1109/21.256541
Patricia Melin, Frumen Olivas, Oscar Castillo, Fevrier Valdez, Jose Soria, Mario Valdez, Optimal design of fuzzy classification systems using PSO with dynamic parameter adaptation through fuzzy logic Expert Systems With Applications. ,vol. 40, pp. 3196- 3206 ,(2013) , 10.1016/J.ESWA.2012.12.033
Hai-bo Zhou, Hao Ying, Ji-an Duan, Adaptive control using interval Type-2 fuzzy logic for uncertain nonlinear systems Journal of Central South University. ,vol. 18, pp. 760- 766 ,(2011) , 10.1007/S11771-011-0760-0
Piero Baraldi, Roozbeh Razavi-Far, Enrico Zio, Bagged Ensemble of Fuzzy C Means Classifiers for Nuclear Transient Identification Annals of Nuclear Energy. ,vol. 38, pp. 1161- 1171 ,(2011) , 10.1016/J.ANUCENE.2010.12.009