Skip to main content
Log in

Stability of unique pseudo almost periodic solutions with measure

  • Published:
Applications of Mathematics Aims and scope Submit manuscript

Abstract

By means of the fixed-point methods and the properties of the μ-pseudo almost periodic functions, we prove the existence, uniqueness, and exponential stability of the μ-pseudo almost periodic solutions for some models of recurrent neural networks with mixed delays and time-varying coefficients, where μ is a positive measure. A numerical example is given to illustrate our main results.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. S. Abbas, L. Mahto, M. Hafayed, A. M. Alimi: Asymptotic almost automorphic solutions of impulsive neural network with almost automorphic coefficients. Neurocomputing 142 (2014), 326–334.

    Google Scholar 

  2. B. Ammar, F. Chérif, A. M. Alimi: Existence and uniqueness of pseudo almost-periodic solution recurrent neural networks with time varying coefficient and mixed delays. IEEE Trans. Neural Netw. Learn Syst. 23 (2012), 109–118.

    Google Scholar 

  3. C. Bai: Existence and stability of almost periodic solutions of Hopfield neural networks with continuously distributed delays. Nonlinear Anal., Theory Methods Appl., Ser. A, Theory Methods 71 (2009), 5850–5859.

    MathSciNet  MATH  Google Scholar 

  4. J. Blot, P. Cieutat, K. Ezzinbi: New approach for weighted pseudo-almost periodic functions under the light of measure theory, basic results and applications. Appl. Anal. 92 (2013), 493–526.

    MathSciNet  MATH  Google Scholar 

  5. J. Cao, J. Liang, J. Lam: Exponential stability of high-order bidirectional associative memory neural networks with time delays. Physica D 199 (2004), 425–436.

    MathSciNet  MATH  Google Scholar 

  6. F. Chérif: Sufficient conditions for global stability and existence of almost automorphic solution of a class of RNNs. Differ. Equ. Dyn. Syst. 22 (2014), 191–207.

    MathSciNet  MATH  Google Scholar 

  7. F. Chérif, M. Miraoui: New results for a Lasota-Wazewska model. Int. J. Biomath. 12 (2019), Article ID 1950019, 20 pages.

  8. L. O. Chua, L. Yang: Cellular neural networks: Theory. IEEE Trans. Circuits Syst. 35 (1988), 1257–1272.

    MathSciNet  MATH  Google Scholar 

  9. L. O. Chua, L. Yang: Cellular neural networks: Applications. IEEE Trans. Circuits Syst. 35 (1988), 1273–1290.

    MathSciNet  Google Scholar 

  10. C. Corduneanu, N. Georghiu, V. Barbu: Almost Periodic Functions. Interscience Tracts in Pure and Applied Mathematics 22, Interscience Publishers, New York, 1968.

    Google Scholar 

  11. T. Diagana: Weighted pseudo-almost periodic solutions to some differential equations. Nonlinear Anal., Theory Methods Appl., Ser. A, Theory Methods 68 (2008), 2250–2260.

    MathSciNet  MATH  Google Scholar 

  12. T. Diagana, K. Ezzinbi, M. Miraoui: Pseudo-almost periodic and pseudo-almost automorphic solutions to some evolution equations involving theoretical measure theory. Cubo 16 (2014), 1–31.

    MathSciNet  MATH  Google Scholar 

  13. L. Duan: Existence and global exponential stability of pseudo almost periodic solutions of a general delayed BAM neural networks. J. Syst. Sci. Complex. 31 (2018), 608–620.

    MathSciNet  MATH  Google Scholar 

  14. M. Fréchet: Sur le théorème ergodique de Birkhoff. C. R. Acad. Sci., Paris 213 (1941), 607–609. (In French.)

    MathSciNet  MATH  Google Scholar 

  15. H. Huang, J. Cao, J. Wang: Global exponential stability and periodic solutions of recurrent neural networks with delays. Phys. Lett., A 298 (2002), 393–404.

    MathSciNet  MATH  Google Scholar 

  16. Y. Li, X. Meng, L. Xiong: Pseudo almost periodic solutions for neutral type high-order Hopfield neural networks with mixed time-varying delays and leakage delays on time scales. Int. J. Mach. Learn. Cyb. 8 (2017), 1915–1927.

    Google Scholar 

  17. X. Meng, Y. Li: Pseudo almost periodic solutions for quaternion-valued cellular neural networks with discrete and distributed delays. J. Inequal. Appl. 2018 (2018), Article ID 245, 17 pages.

  18. M. S. M’hamdi, C. Aouiti, A. Touati, A. M. Alimi, V. Snasel: Weighted pseudo almost-periodic solutions of shunting inhibitory cellular neural networks with mixed delays. Acta Math. Sci., Ser. B, Engl. Ed. 36 (2016), 1662–1682.

    MathSciNet  MATH  Google Scholar 

  19. M. Miraoui: Existence of μ-pseudo almost periodic solutions to some evolution equations. Math. Methods Appl. Sci. 40 (2017), 4716–4726.

    MathSciNet  MATH  Google Scholar 

  20. M. Miraoui: μ-pseudo-almost automorphic solutions for some differential equations with reflection of the argument. Numer. Funct. Anal. Optim. 38 (2017), 376–394.

    MathSciNet  MATH  Google Scholar 

  21. M. Miraoui, N. Yaakoubi: Measure pseudo almost periodic solutions of shunting inhibitory cellular neural networks with mixed delays. Numer. Funct. Anal. Optim. 40 (2019), 571–585.

    MathSciNet  MATH  Google Scholar 

  22. G. M. N’Guérékata: Almost Automorphic and Almost Periodic Functions in Abstract Spaces. Kluwer Academic/Plenum Publishers, New York, 2001.

    MATH  Google Scholar 

  23. F. Qiu, B. Cui, W. Wu: Global exponential stability of high order recurrent neural network with time-varying delays. Appl. Math. Modelling 33 (2009), 198–210.

    MathSciNet  MATH  Google Scholar 

  24. T. Roska, L. O. Chua: Cellular neural networks with non-linear and delay-type template elements and non-uniform grids. Int. J. Circuit Theory Appl. 20 (1992), 469–481.

    MATH  Google Scholar 

  25. H. Xiang, J. Cao: Almost periodic solutions of recurrent neural networks with continuously distributed delays. Nonlinear Anal., Theory Methods Appl., Ser. A, Theory Methods 71 (2009), 6097–6108.

    MathSciNet  MATH  Google Scholar 

  26. Y. Yu, M. Cai: Existence and exponential stability of almost-periodic solutions for high-order Hopfield neural networks. Math. Comput. Modelling 47 (2008), 943–951.

    MathSciNet  MATH  Google Scholar 

  27. C. Zhang: Pseudo-almost-periodic solutions of some differential equations. J. Math. Anal. Appl. 181 (1994), 62–76.

    MathSciNet  MATH  Google Scholar 

  28. C. Zhang: Pseudo almost periodic solutions of some differential equations. II. J. Math. Anal. Appl. 192 (1995), 543–561.

    MathSciNet  MATH  Google Scholar 

  29. H. Zhao: Existence and global attractivity of almost periodic solution for cellular neural network with distributed delays. Appl. Math. Comput. 154 (2004), 683–695.

    MathSciNet  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Mohsen Miraoui.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Ghanmi, B., Miraoui, M. Stability of unique pseudo almost periodic solutions with measure. Appl Math 65, 421–445 (2020). https://doi.org/10.21136/AM.2020.0252-19

Download citation

  • Received:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.21136/AM.2020.0252-19

Keywords

MSC 2020

Navigation