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Pure Mathematics 2025
一类分数阶中立型时滞神经网络的稳定性
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Abstract:
本文考虑了一类具有时变时滞的分数阶中立型神经网络模型。根据同胚映射原理证明了该系统平衡点的存在唯一性。然后通过构造Lyapunov泛函以及利用Lyapunov稳定性理论,证明了系统渐近稳定的充分条件。
In this paper, a class of fractional-order neutral neural network models with time-varying delays was considered. The uniqueness of the existence of the equilibrium point of the system is proved by the principle of homeomorphic mapping. Then, by constructing Lyapunov functional and using Lyapunov stability theory, the sufficient conditions for asymptotic stability of the system are proved.
[1] | 白琮, 黄玲, 陈佳楠, 等. 面向大规模图像分类的深度卷积神经网络优化[J]. 软件学报, 2018, 29(4): 1029-1038. |
[2] | 刘涛. 基于粒计算-神经网络的汽车电子控制系统故障分析[J]. 佳木斯大学学报(自然科学版), 2021, 39(4): 59-67. |
[3] | Podlubny, I. (1999) Fractional Differential Equations. Academic Press, 62-75. |
[4] | Pahnehkolaei, S.M.A., Alfi, A. and Tenreiro Machado, J.A. (2017) Dynamic Stability Analysis of Fractional Order Leaky Integrator Echo State Neural Networks. Communications in Nonlinear Science and Numerical Simulation, 47, 328-337. https://doi.org/10.1016/j.cnsns.2016.11.013 |
[5] | 张欣欣. Caputo型分数阶神经网络的稳定性分析[D]: [硕士学位论文]. 秦皇岛: 燕山大学, 2015. |
[6] | Du, F. and Lu, J. (2020) Finite-time Stability of Neutral Fractional Order Time Delay Systems with Lipschitz Nonlinearities. Applied Mathematics and Computation, 375, Article ID: 125079. https://doi.org/10.1016/j.amc.2020.125079 |
[7] | Wang, Q., Lu, D. and Fang, Y. (2015) Stability Analysis of Impulsive Fractional Differential Systems with Delay. Applied Mathematics Letters, 40, 1-6. https://doi.org/10.1016/j.aml.2014.08.017 |
[8] | 韩小花. 分数阶微分方程的若干稳定性问题[D]: [硕士学位论文]. 南宁: 广西民族大学, 2016. |
[9] | Du, F. and Lu, J. (2021) New Criteria for Finite-Time Stability of Fractional Order Memristor-Based Neural Networks with Time Delays. Neurocomputing, 421, 349-359. https://doi.org/10.1016/j.neucom.2020.09.039 |
[10] | 王利敏, 宋乾坤, 赵振江. 基于忆阻的分数阶时滞复值神经网络的全局渐近稳定性[J]. 应用数学和力学, 2017, 38(3): 333-346. |
[11] | Zhang, H., Ye, R., Cao, J., Ahmed, A., Li, X. and Wan, Y. (2017) Lyapunov Functional Approach to Stability Analysis of Riemann‐Liouville Fractional Neural Networks with Time‐Varying Delays. Asian Journal of Control, 20, 1938-1951. https://doi.org/10.1002/asjc.1675 |
[12] | 田宝单, 钱紫舒, 徐鑫. 一类中立型时滞神经网络的稳定性分析[J]. 海南大学学报自然科学版, 2024, 42(3): 244-250. |
[13] | 刘雪铃, 黄静. 分数阶时滞神经网络渐近稳定与同步分析[J]. 淮北师范大学学报自然科学版, 2023, 44(1): 16-20. |