Sampled-data Stabilization of Delayed Memristor-based Neural Networks with Communication Delays via Continuous-time Model

This article investigates the stabilization of memristor-based neural networks with communication delays and system delays under sampled-data control. Firstly, delayed memristor-based neural networks are modeled as continuous-time systems in the flux-voltage-time domain. Secondly, sampled-data control with communication delays is proposed. Thirdly, by input delay approach, interval delays method, integral inequalities, and novel functionals, stability criteria are obtained. Finally, a simulation example is given to verify the effectiveness of the results.

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Publication Details

Published
2025-05-09
DOI
https://doi.org/10.1109/ddcls66240.2025.11065528
Primary Topic
Advanced Memory and Neural Computing
Type
article
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article

Sampled-data Stabilization of Delayed Memristor-based Neural Networks with Communication Delays via Continuous-time Model

Huiping Lyu, Youming Xin
Advanced Memory and Neural Computing
article

Sampled-data Stabilization of Delayed Memristor-based Neural Networks with Communication Delays via Continuous-time Model

Huiping Lyu, Youming Xin
article en

Abstract

This article investigates the stabilization of memristor-based neural networks with communication delays and system delays under sampled-data control. Firstly, delayed memristor-based neural networks are modeled as continuous-time systems in the flux-voltage-time domain. Secondly, sampled-data control with communication delays is proposed. Thirdly, by input delay approach, interval delays method, integral inequalities, and novel functionals, stability criteria are obtained. Finally, a simulation example is given to verify the effectiveness of the results.

Qingdao University of Science and Technology (CN)
Affordable and clean energy
Openalex Percentile: Top 85%
Advanced Memory and Neural Computing
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