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610 Views

15 Pages

General Decay Stability of Theta Approximations for Stochastic Delay Hopfield Neural Networks

Kai Liu,
Guodong Qin,
Linna Liu and
Jumei Wei

Mathematics2025, 13(16), 2658;https://doi.org/10.3390/math13162658

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18 August 2025

This paper investigates the general decay stability of the stochastic linear theta (SLT) method and the split-step theta (SST) method for stochastic delay Hopfield neural networks. The definition of general decay stability for numerical solutions is...

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3,753 Views

19 Pages

A Delay-Dividing Approach to Robust Stability of Uncertain Stochastic Complex-Valued Hopfield Delayed Neural Networks

Pharunyou Chanthorn,
Grienggrai Rajchakit,
Usa Humphries,
Pramet Kaewmesri,
Ramalingam Sriraman and
Chee Peng Lim

Symmetry2020, 12(5), 683;https://doi.org/10.3390/sym12050683

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25 April 2020

In scientific disciplines and other engineering applications, most of the systems refer to uncertainties, because when modeling physical systems the uncertain parameters are unavoidable. In view of this, it is important to investigate dynamical syste...

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