Global exponential <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si491.svg" display="inline" id="d1e399"> <mml:msub> <mml:mrow> <mml:mi>H</mml:mi> </mml:mrow> <mml:mrow> <mml:mi>∞</mml:mi> </mml:mrow> </mml:msub> </mml:math> synchr

This paper investigates the global exponential H ∞ synchronization problem for multi-weighted coupled neural networks (MWCNNs) with multiple time-varying delays. A bounded real lemma (BRL) is firstly established based on the solutions of delayed MWCNNs, which can be used to derive that delayed MWCNNs reach global exponential H ∞ synchronization. On the basis of the proposed BRL, an aperiodically intermittent controller (AIC) for delayed MWCNNs is proposed to improve synchronization performance. As no Lyapunov–Krasovskii functional (LKF) is constructed in the proposed method, the computational complexity is significantly reduced. Finally, the theoretical result is verified through a numerical example, and applied to encryption and decryption of color images. • The solutions of the considered system is first given. • A BRL is given based on the obtained solutions to achieve synchronization. • To improve the synchronization property, an AIC is designed based on the derived BRL. • Limits on time-varying delay’s derivative is lifted. LKFs do not need to be constructed.

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Publication Details

Journal
Systems & Control Letters
Published
2025-11-05
DOI
https://doi.org/10.1016/j.sysconle.2025.106282
Citations
1
Primary Topic
Neural Networks Stability and Synchronization
Type
article
Field-Weighted Citation Impact
1.49
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article

Global exponential <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si491.svg" display="inline" id="d1e399"> <mml:msub> <mml:mrow> <mml:mi>H</mml:mi> </mml:mrow> <mml:mrow> <mml:mi>∞</mml:mi> </mml:mrow> </mml:msub> </mml:math> synchr

Tingting Yu, Yu Xue, Zhuo Ren
1 citations
Systems & Control Letters
Neural Networks Stability and Synchronization
1.49
article

Global exponential <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si491.svg" display="inline" id="d1e399"> <mml:msub> <mml:mrow> <mml:mi>H</mml:mi> </mml:mrow> <mml:mrow> <mml:mi>∞</mml:mi> </mml:mrow> </mml:msub> </mml:math> synchr

Tingting Yu, Yu Xue, Zhuo Ren
article en
1 citations

Abstract

This paper investigates the global exponential H ∞ synchronization problem for multi-weighted coupled neural networks (MWCNNs) with multiple time-varying delays. A bounded real lemma (BRL) is firstly established based on the solutions of delayed MWCNNs, which can be used to derive that delayed MWCNNs reach global exponential H ∞ synchronization. On the basis of the proposed BRL, an aperiodically intermittent controller (AIC) for delayed MWCNNs is proposed to improve synchronization performance. As no Lyapunov–Krasovskii functional (LKF) is constructed in the proposed method, the computational complexity is significantly reduced. Finally, the theoretical result is verified through a numerical example, and applied to encryption and decryption of color images. • The solutions of the considered system is first given. • A BRL is given based on the obtained solutions to achieve synchronization. • To improve the synchronization property, an AIC is designed based on the derived BRL. • Limits on time-varying delay’s derivative is lifted. LKFs do not need to be constructed.

Systems & Control LettersVol. 206
Heilongjiang University (CN)
Openalex Percentile: Top 12%
Neural Networks Stability and Synchronization
1.49
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Global exponential <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si491.svg" display="inline" id="d1e399"> <mml:msub> <mml:mrow> <mml:mi>H</mml:mi> </mml:mrow> <mml:mrow> <mml:mi>∞</mml:mi> </mml:mrow> </mml:msub> </mml:math> synchr — Tingting Yu, Yu Xue, et al. · Systems & Control Letters (2025) | TGRS Research Map | TGRS