This work considers the problem of mean-square stochastic stability analysis of hybrid stochastic inertial neural networksInertial neural networks (INNs) with the effect of time-delays. Here, the hybrid stochastic INNs are represented as the combination of a two-level system in which the first level is directed by the system of second-order differential equations and the second level is directed by the discrete set representing the switch (jump) nodes. Initially, sufficient delay-dependent mean-square stability conditions for the hybrid INNs with time-delays are established using variable transformation techniques and some integral inequalities. This process is carried out mainly based on Lyapunov theory and linear matrix inequality technique. Some general cases on time-delay such as time-varying delay, interval time-varying delay, and mode-dependent delay are considered and corresponding results are established. Finally, numerical examples pertaining to the validation and effectiveness of the derived theoretical results are demonstrated.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Mean-Square Stochastic Stability of Delayed Hybrid Stochastic Inertial Neural Networks


    Weitere Titelangaben:

    Studies in Systems, Decision and Control


    Beteiligte:
    Park, Ju H. (Herausgeber:in) / Krishnasamy, R. (Autor:in) / Manivannan, A. (Autor:in) / George, Raju K. (Autor:in)


    Erscheinungsdatum :

    11.08.2020


    Format / Umfang :

    23 pages





    Medientyp :

    Aufsatz/Kapitel (Buch)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Mean Square Exponential Stability for some Stochastic Linear Discrete Time Systems

    Dragan, V. / Morozan, T. | British Library Online Contents | 2006


    Mean Square Stabilization of T-S Fuzzy Stochastic Systems

    Hu, L.-j. / Shao, S.-h. / Wu, R.-q. | British Library Online Contents | 2004


    Discussion on: "Mean Square Exponential Stability for Some Stochastic Linear Discrete Time Systems"

    Chizeck, H. J. / Chen, C. / Ji, Y. et al. | British Library Online Contents | 2006


    Inertial Mass from Stochastic Electrodynamics

    Millis, Marc G. / Davis, Eric W. | AIAA | 2009