Exponentially quasi‐stabilization control of quaternion‐valued memristive neural networks

Abstract The problems of exponential quasi‐stabilization of quaternion‐valued memristive networks are further studied in this article. Different from the common Lyapunov function method in the literature, where the conclusions are derived based on the algebraic inequality, in this article, a novel norm (Frobenius norm) is constructed by using the Lyapunov function, which avoid breaking the integrity of the system. In addition, the Frobenius norm are applied to derive new quasi‐stabilization conditions. Less conservative results are obtained since the Frobenius norm contains more system information. Examples demonstrate the correctness of the developed new results.

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Publication Details

Journal
Asian Journal of Control
Published
2025-09-26
DOI
https://doi.org/10.1002/asjc.3877
Primary Topic
Neural Networks Stability and Synchronization
Type
article
Field-Weighted Citation Impact
0.00
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article

Exponentially quasi‐stabilization control of quaternion‐valued memristive neural networks

Xuebo Yang, Ruoxia Li
Asian Journal of Control
Neural Networks Stability and Synchronization
article

Exponentially quasi‐stabilization control of quaternion‐valued memristive neural networks

Xuebo Yang, Ruoxia Li
article en

Abstract

Abstract The problems of exponential quasi‐stabilization of quaternion‐valued memristive networks are further studied in this article. Different from the common Lyapunov function method in the literature, where the conclusions are derived based on the algebraic inequality, in this article, a novel norm (Frobenius norm) is constructed by using the Lyapunov function, which avoid breaking the integrity of the system. In addition, the Frobenius norm are applied to derive new quasi‐stabilization conditions. Less conservative results are obtained since the Frobenius norm contains more system information. Examples demonstrate the correctness of the developed new results.

Asian Journal of Control
Henan Institute of Technology (CN), Henan Institute of Science and Technology (CN), Shaanxi Normal University (CN)
Openalex Percentile: Top 69%
Neural Networks Stability and Synchronization
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Exponentially quasi‐stabilization control of quaternion‐valued memristive neural networks — Xuebo Yang, Ruoxia Li · Asian Journal of Control (2025) | TGRS Research Map | TGRS