Back to Search Start Over

A recurrent neural network with exponential convergence for solving convex quadratic program and related linear piecewise equations

Authors :
Xia, Youshen
Feng, Gang
Wang, Jun
Source :
Neural Networks. Sep2004, Vol. 17 Issue 7, p1003-1015. 13p.
Publication Year :
2004

Abstract

This paper presents a recurrent neural network for solving strict convex quadratic programming problems and related linear piecewise equations. Compared with the existing neural networks for quadratic program, the proposed neural network has a one-layer structure with a low model complexity. Moreover, the proposed neural network is shown to have a finite-time convergence and exponential convergence. Illustrative examples further show the good performance of the proposed neural network in real-time applications. [Copyright &y& Elsevier]

Details

Language :
English
ISSN :
08936080
Volume :
17
Issue :
7
Database :
Academic Search Index
Journal :
Neural Networks
Publication Type :
Academic Journal
Accession number :
14102067
Full Text :
https://doi.org/10.1016/j.neunet.2004.05.006