A PROPOSAL FOR FUZZY NEURAL NETWORK IN GENERALIZED FUZZY NUMBERS FRAMEWORK USING FUNCTION PRINCIPLE

被引:0
作者
Arotaritei, Dragos [1 ]
Rotariu, Mariana [1 ]
Ilea, Mihai [1 ]
Turnea, Marius [1 ]
机构
[1] Gr T Popa Univ Med & Pharm, Dept Med Biosci, Iasi 700115, Romania
关键词
Fuzzy neural networks; Multilayer perceptron; Function principle; Triangular fuzzy Numbers; Fuzzy neuron;
D O I
暂无
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Fuzzification of multilayer perceptron is proposed using generalized fuzzy numbers and an extension for the activation function of fuzzy neurons. All the operations take place in the generalized fuzzy numbers framework using the function principle. A new learning based on gradient methods is proposed and experimental results are also presented
引用
收藏
页码:765 / 774
页数:10
相关论文
共 15 条
[1]  
Arotaritei D., 1997, P 5 EUR C INT TECHN, V1, P261
[2]   CAN FUZZY NEURAL NETS APPROXIMATE CONTINUOUS FUZZY FUNCTIONS [J].
BUCKLEY, JJ ;
HAYASHI, Y .
FUZZY SETS AND SYSTEMS, 1994, 61 (01) :43-51
[3]   FUZZY NEURAL NETWORKS - A SURVEY [J].
BUCKLEY, JJ ;
HAYASHI, Y .
FUZZY SETS AND SYSTEMS, 1994, 66 (01) :1-13
[4]  
Chen S.H., 1985, TAMKANG J MANAG SCI, V6, P13
[5]  
Chen S. H., 2000, J CHINESE FUZZY SYST, V5, P1
[6]   OPERATIONS ON FUZZY NUMBERS [J].
DUBOIS, D ;
PRADE, H .
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 1978, 9 (06) :613-626
[7]   A simplified new approach for solving fuzzy transportation problems with generalized trapezoidal fuzzy numbers [J].
Ebrahimnejad, Ali .
APPLIED SOFT COMPUTING, 2014, 19 :171-176
[8]   FUZZY NEURAL NETWORK WITH FUZZY SIGNALS AND WEIGHTS [J].
HAYASHI, Y ;
BUCKLEY, JJ ;
CZOGALA, E .
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 1993, 8 (04) :527-537
[9]  
ISHIBUCHI H, 1995, INT J APPROX REASON, V13, P327, DOI 10.1016/0888-613X(95)00060-T
[10]   A LEARNING ALGORITHM OF FUZZY NEURAL NETWORKS WITH TRIANGULAR FUZZY WEIGHTS [J].
ISHIBUCHI, H ;
KWON, K ;
TANAKA, H .
FUZZY SETS AND SYSTEMS, 1995, 71 (03) :277-293