A New Incremental Strategy for Function Approximation by Radial Basis Function Neural Networks

1999 ◽  
pp. 113-119 ◽  
Author(s):  
A. Esposito ◽  
M. Marinaro ◽  
D. Oricchio ◽  
S. Scarpetta
Keyword(s):  
Neural Networks ◽  
Radial Basis Function ◽  
Basis Function ◽  
Function Approximation ◽  
Radial Basis ◽  
Incremental Strategy

A MATLAB-Based Study on the Realization and Approximation Performance of RBF Neural Networks

2013 ◽  
Vol 325-326 ◽  
pp. 1746-1749 ◽  
Author(s):  
Shuo Ding ◽  
Xiao Heng Chang
Keyword(s):  
Neural Network ◽  
Neural Networks ◽  
Radial Basis Function ◽  
Basis Function ◽  
Function Approximation ◽  
Learning Algorithm ◽  
Nonlinear Function ◽  
Feed Forward ◽  
Feed Forward Network ◽  
Radial Basis

BP neural network is a kind of widely used feed-forward network. However its innate shortcomings are gradually giving rise to the study of other networks. Currently one of the research focuses in the area of feed-forward networks is radial basis function neural network. To test the radial basis function neural network for nonlinear function approximation capability, this paper first introduces the theories of RBF networks, as well as the structure, function approximation and learning algorithm of radial basis function neural network. Then a simulation test is carried out to compare BPNN and RBFNN. The simulation results indicate that RBFNN is simpler in structure, faster in speed and better in approximation performance. That is to say RBFNN is superior to BPNN in many aspects. But when solving the same problem, the structure of radial basis networks is more complicated than that of BP neural networks. Keywords: Radial basis function; Neural network; Function approximation; Simulation; MATLAB

Thermal analysis of a moving fin using the radial basis function approximation

Heat Transfer ◽  
2021 ◽  
Author(s):  
Maryam Fallah Najafabadi ◽  
Hossein Talebi Rostami ◽  
Khashayar Hosseinzadeh ◽  
Davood Domiri Ganji
Keyword(s):  
Thermal Analysis ◽  
Radial Basis Function ◽  
Basis Function ◽  
Function Approximation ◽  
Radial Basis ◽  
Radial Basis Function Approximation

Wind turbine power curve modeling using radial basis function neural networks and tabu search

2021 ◽  
Vol 163 ◽  
pp. 2137-2152
Author(s):  
Despina Karamichailidou ◽  
Vasiliki Kaloutsa ◽  
Alex Alexandridis
Keyword(s):  
Neural Networks ◽  
Tabu Search ◽  
Radial Basis Function ◽  
Wind Turbine ◽  
Basis Function ◽  
Power Curve ◽  
Radial Basis ◽  
Curve Modeling

Accurate fault locator for EHV transmission lines based on radial basis function neural networks

2004 ◽  
Vol 71 (3) ◽  
pp. 195-202 ◽  
Author(s):  
M. Joorabian ◽  
S.M.A. Taleghani Asl ◽  
R.K. Aggarwal
Keyword(s):  
Neural Networks ◽  
Radial Basis Function ◽  
Transmission Lines ◽  
Basis Function ◽  
Radial Basis
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