Convergence and robustness analysis of disturbed gradient neural network for solving LMS problem | IEEE Conference Publication | IEEE Xplore

Convergence and robustness analysis of disturbed gradient neural network for solving LMS problem


Abstract:

In this paper, we introduce a kind of method for solving least mean square problems based on the gradient neural network, including the network model construction, quanti...Show More

Abstract:

In this paper, we introduce a kind of method for solving least mean square problems based on the gradient neural network, including the network model construction, quantitative analysis of the network global convergence and the network convergence rate about the different activation functions. MATLAB simulation results and theoretical analysis results are accordingly consistent, which further confirm the method based on Hopfield neural network has a good effect on solving the least mean square problems.
Date of Conference: 29-31 May 2012
Date Added to IEEE Xplore: 09 July 2012
ISBN Information:

ISSN Information:

Conference Location: Chongqing, China

References

References is not available for this document.