Back to Search Start Over

New Insights on Bidirectional Associative Memory Neural Networks with Leakage Delay Components and Time-Varying Delays Using Sampled-Data Control.

New Insights on Bidirectional Associative Memory Neural Networks with Leakage Delay Components and Time-Varying Delays Using Sampled-Data Control.

Authors :
Chandra, S. Ravi
Padmanabhan, S.
Umesha, V.
Ali, M. Syed
Rajchakit, Grienggrai
Jirawattanpanit, Anuwat
Source :
Neural Processing Letters; Apr2024, Vol. 56 Issue 2, p1-21, 21p
Publication Year :
2024

Abstract

The sampling data control of bidirectional associative memory (BAM) neural network with leakage delay is considered in this article. The BAM model is viewed as a mixed delay that combines a distributed delay, a discrete delay that varies over time, and a delay in the leaking period. The sampling system is then converted to a continuous time-delay system using an input delay method. In order to get adequate conditions in the form of linear matrix inequalities(LMIs), we build a new Lyapunov-Krasovskii Functional (LKF) in conjunction with the free weight matrix approach. Finally, a simulation results are given to show the efficiency of the theoretical approach. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
13704621
Volume :
56
Issue :
2
Database :
Complementary Index
Journal :
Neural Processing Letters
Publication Type :
Academic Journal
Accession number :
175928437
Full Text :
https://doi.org/10.1007/s11063-024-11499-y