An overview of the stability analysis of recurrent neural networks with multiple equilibria

P Liu, J Wang, Z Zeng - IEEE Transactions on Neural Networks …, 2021 - ieeexplore.ieee.org
The stability analysis of recurrent neural networks (RNNs) with multiple equilibria has
received extensive interest since it is a prerequisite for successful applications of RNNs …

Coexistence and local stability of multiple equilibrium points for fractional-order state-dependent switched competitive neural networks with time-varying delays

Z Wu, X Nie, B Cao - Neural Networks, 2023 - Elsevier
This paper investigates the coexistence and local stability of multiple equilibrium points for a
class of competitive neural networks with sigmoidal activation functions and time-varying …

Exact coexistence and locally asymptotic stability of multiple equilibria for fractional-order delayed Hopfield neural networks with Gaussian activation function

X Nie, P Liu, J Liang, J Cao - Neural Networks, 2021 - Elsevier
This paper explores the multistability issue for fractional-order Hopfield neural networks with
Gaussian activation function and multiple time delays. First, several sufficient criteria are …

Mittag-Leffler stability and application of delayed fractional-order competitive neural networks

F Zhang, T Huang, A Wu, Z Zeng - Neural Networks, 2024 - Elsevier
In the article, the Mittag-Leffler stability and application of delayed fractional-order
competitive neural networks (FOCNNs) are developed. By virtue of the operator pair, the …

Exponential multistability of memristive Cohen-Grossberg neural networks with stochastic parameter perturbations

W Yao, C Wang, Y Sun, C Zhou, H Lin - Applied Mathematics and …, 2020 - Elsevier
Due to instability being induced easily by parameter disturbances of network systems, this
paper investigates the multistability of memristive Cohen-Grossberg neural networks …

Multistability of almost periodic solution for Clifford-valued Cohen–Grossberg neural networks with mixed time delays

Y Zhang, Y Qiao, L Duan, J Miao - Chaos, Solitons & Fractals, 2023 - Elsevier
In this paper, the multistability of almost periodic solution of Clifford-valued Cohen–
Grossberg neural networks (CGNNs) with time-varying delays is investigated. Firstly, the …

Recurrent neural dynamics models for perturbed nonstationary quadratic programs: A control-theoretical perspective

Y Qi, L **, X Luo, MC Zhou - IEEE Transactions on Neural …, 2021 - ieeexplore.ieee.org
Recent decades have witnessed a trend that control-theoretical techniques are widely
leveraged in various areas, eg, design and analysis of computational models …

Stability criteria for memristor-based delayed fractional-order Cohen–Grossberg neural networks with uncertainties

RV Aravind, P Balasubramaniam - Journal of Computational and Applied …, 2023 - Elsevier
This paper investigates the Mittag-Leffler (ML) stability analysis problem of memristor-based
fractional-order Cohen–Grossberg neural networks (MFCGNNs) with time delays and …

Multiple Mittag–Leffler stability of almost periodic solutions for fractional-order delayed neural networks: Distributed optimization approach

C Song, S Qin, Z Zeng - IEEE Transactions on Neural Networks …, 2023 - ieeexplore.ieee.org
This article proposes new theoretical results on the multiple Mittag–Leffler stability of almost
periodic solutions (APOs) for fractional-order delayed neural networks (FDNNs) with …

Generalized-type multistability of almost periodic solutions for memristive Cohen–Grossberg neural networks

S Zhu, Y Shen, C Mu, X Liu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This article investigates a generalized type of multistability about almost periodic solutions
for memristive Cohen–Grossberg neural networks (MCGNNs). As the inevitable …