Title :
Levenberg-Marquardt training method for Type-2 fuzzy neural networks and its stability analysis
Author :
Mojtaba Ahmadieh Khanesar;Erdal Kayacan
Author_Institution :
Faculty of Electrical and Computer Engineering, Semnan University, Iran
Abstract :
In this paper, an alternative stability analysis for the Levenberg-Marquardt (LM) algorithm is proposed for the training of Type-2 fuzzy neural networks (T2FNNs). The benefit of the proposed stability analysis is that it does not require any eigenvalues computations, and hence it is simpler when compared to the existing stability analysis studies in literature.
Keywords :
"Training","Stability analysis","Fuzzy neural networks","Algorithm design and analysis","Eigenvalues and eigenfunctions","Fuzzy logic","Fuzzy control"
Conference_Titel :
Fuzzy Systems (FUZZ-IEEE), 2015 IEEE International Conference on
DOI :
10.1109/FUZZ-IEEE.2015.7338101
