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Stability of neutral-type neural network with Lévy noise and mixed time-varying delays

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  • Cui, Kaiyan
  • Song, Zhanjie
  • Zhang, Shuo

Abstract

In the paper, the stability and stabilization are considered for neutral-type neural network with Lévy noise and mixed time-varying delays. By employing a class of appropriate Lyapunov functionals, the analysis process of mean square exponential stability for neutral-type neural network with Lévy noise and mixed time-varying delays can be effectively carried out. Based on the linear matrix inequalities technique, the sufficient conditions are presented to ensure the mean square exponential stability for the system. In view of the unstable situation of the system, a feedback controller is designed to stabilize the system, and the corresponding LMIs conditions are given. At last, two numerical examples show the validity of the obtained results.

Suggested Citation

  • Cui, Kaiyan & Song, Zhanjie & Zhang, Shuo, 2022. "Stability of neutral-type neural network with Lévy noise and mixed time-varying delays," Chaos, Solitons & Fractals, Elsevier, vol. 159(C).
    • Handle: RePEc:eee:chsofr:v:159:y:2022:i:c:s0960077922003563
    DOI: 10.1016/j.chaos.2022.112146
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    References listed on IDEAS

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    1. Park, Ju H., 2009. "Synchronization of cellular neural networks of neutral type via dynamic feedback controller," Chaos, Solitons & Fractals, Elsevier, vol. 42(3), pages 1299-1304.
    2. Chen, Weimin & Zhang, Baoyong & Ma, Qian, 2018. "Decay-rate-dependent conditions for exponential stability of stochastic neutral systems with Markovian jumping parameters," Applied Mathematics and Computation, Elsevier, vol. 321(C), pages 93-105.
    3. Liu, Hailin & Chen, Guohua, 2007. "Delay-dependent stability for neural networks with time-varying delay," Chaos, Solitons & Fractals, Elsevier, vol. 33(1), pages 171-177.
    4. Liu, Xiwei & Chen, Tianping, 2008. "Robust μ -stability for uncertain stochastic neural networks with unbounded time-varying delays," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 387(12), pages 2952-2962.
    5. Park, Ju H. & Kwon, O.M., 2009. "Global stability for neural networks of neutral-type with interval time-varying delays," Chaos, Solitons & Fractals, Elsevier, vol. 41(3), pages 1174-1181.
    6. Surazhevsky, I.A. & Demin, V.A. & Ilyasov, A.I. & Emelyanov, A.V. & Nikiruy, K.E. & Rylkov, V.V. & Shchanikov, S.A. & Bordanov, I.A. & Gerasimova, S.A. & Guseinov, D.V. & Malekhonova, N.V. & Pavlov, D, 2021. "Noise-assisted persistence and recovery of memory state in a memristive spiking neuromorphic network," Chaos, Solitons & Fractals, Elsevier, vol. 146(C).
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    Cited by:

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