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Attracting and Invariant Sets of Nonlinear Stochastic Neutral Differential Equations with Delays

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Abstract

In this paper, a class of nonlinear stochastic neutral differential equations with delays is investigated. By using the properties of \({\mathcal{M}}\) -matrix, a differential-difference inequality is established. Basing on the differential-difference inequality, we develop a \({\mathcal{L}}\) -operator-difference inequality such that it is effective for stochastic neutral differential equations. By using the \({\mathcal{L}}\) -operator-difference inequality, we obtain the global attracting and invariant sets of nonlinear stochastic neutral differential equations with delays. In addition, we derive the sufficient condition ensuring the exponential p-stability of the zero solution of nonlinear stochastic neutral differential equations with delays. One example is presented to illustrate the effectiveness of our conclusion.

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References

  1. Wang H., Li C.D., Xu H.B.: Existence and global exponential stability of periodic solution of cellular neural networks with delay and impulses. Results Math. 58, 191–204 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  2. Mohamad S., Gopalsamy K.: Exponential stability of continuous-time and discrete-time cellular neural networks with delays. Appl. Math. Comput. 135, 17–38 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  3. Song Q.K., Cao J.D.: Stability analysis of Cohen–Grossberg neural network with both time-varying and continuously distributed delays. J. Comput. Appl. Math. 197, 188–203 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  4. Zhang Q., Wei X.P., Xu J.: Delay-dependent exponential stability of cellular neural networks with time-varying delays. Chaos Solitons Fractals 23, 1363–1369 (2005)

    MathSciNet  MATH  Google Scholar 

  5. Long S.J., Xu D.Y.: Delay-dependent stability analysis for impulsive neural networks with time varying delays. Neurocomputing 71, 1705–1713 (2008)

    Article  Google Scholar 

  6. Xu D.Y., Yang Z.C.: Impulsive delay differential inequality and stability of neural networks. J. Math. Anal. Appl. 305, 107–120 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  7. Xu D.Y., Zhu W., Long S.J.: Global exponential stability of impulsive integro-differential equation. Nonlinear Anal. 64, 2805–2816 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  8. Yang Z.C., Xu D.Y.: Stability analysis of delay neural networks with impulsive effects. IEEE Trans. Circuits Syst.-II Express Briefs 52, 517–521 (2005)

    Article  Google Scholar 

  9. Zhou D.M., Zhang L.M., Cao J.D.: On global exponential stability of cellular neural net- works with Lipschitz-continuous activation function and variable delays. Appl. Math. Comput. 2, 379–392 (2004)

    Article  MathSciNet  Google Scholar 

  10. Hale J.K., Verduyn Lunel S.M.: Introduction to Functional Differential Equations. Springer, New York (1993)

    MATH  Google Scholar 

  11. Rakkiyappan R., Balasubramaniam P., Cao Jinde: Global exponential stability results for neutral-type impulsive neural networks. Nonlinear Anal. Real World Appl. 11, 122–130 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  12. Park J.H., Kwon O.M., Lee S.M.: LMI optimization approach on stability for delayed neural networks of neutral-type. Appl. Math. Comput. 196, 236–244 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  13. Qiu J., Cao J.: Delay-dependent robust stability of neutral-type neural networks with time delays. J. Math. Control Sci. Appl. 1, 179–188 (2007)

    Google Scholar 

  14. Rojsiraphisal T., Niamsup P.: Exponential stability of certain neutral differential equations. Appl. Math. Comput. 217, 3875–3880 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  15. Wen L.P., Wang W.S., Yu Y.X.: Dissipativity and asymptotic stability of nonlinear neutral delay integro-differential equations. Nonlinear Anal. 72, 1746–1754 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  16. Xu D.Y., Yang Z.G., Yang Z.C.: Exponential stability of nonlinear impulsive neutral differential equations with delays. Nonlinear Anal. 67, 1426–1439 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  17. Xu L.G., Xu D.Y.: Exponential stability of nonlinear impulsive neutral integro-differentail equations. Nonlinear Anal. 69, 2910–2923 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  18. Mai H., Liao X., Li C.: A semi-free weighting matrices approach for neutral-type delayed neural networks. J. Comput. Appl. Math. 225, 44–55 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  19. Haykin S.: Neural Networks. Prentice-Hall, New Jersy (1994)

    MATH  Google Scholar 

  20. Chen L.P., Wu R.C., Pan D.H.: Mean square exponential stability of impulsive stochastic fuzzy cellular neural networks with distributed delays. Expert Syst. Appl. 38, 6294–6299 (2011)

    Article  Google Scholar 

  21. Friedman A.: Stochastic Differential Equations and Applications. Academic Press, New York (1976)

    MATH  Google Scholar 

  22. Janković S., Randjelović J., Jovanović M.: Razumikhin-type exponential stability criteria of neutral stochastic functional differential equations. J. Math. Anal. Appl. 355, 811–820 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  23. Liu K., Xia X.W.: On the exponential stability in mean square of neutral stochastic functional differential equations. Syst. Control Lett. 37, 207–215 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  24. Long S.J., Xu D.Y.: Stability analysis of stochastic fuzzy cellular neural networks with time-varying delays. Neurocomputing 74, 2385–2391 (2011)

    Article  Google Scholar 

  25. Luo J.W.: Fixed points and stability of neutral stochastic delay differential equations. J. Math. Anal. Appl. 334, 431–440 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  26. Mao X.R.: Razumikhin-type theorems on exponential stability of stochastic functional differential equations. Stoch. Process. Appl. 65, 233–250 (1996)

    Article  MATH  Google Scholar 

  27. Mao X.R.: Stochastic Differential Equations and Applications. Ellis Horwood, New York (1997)

    MATH  Google Scholar 

  28. Mohammed S.E.A.: Stochastic Functional Differential Equations. Longman Scientific and Technical, New York (1986)

    Google Scholar 

  29. Su W.W., Chen Y.M.: Global asymptotic stability analysis for neutral stochastic neural networks with time-varying delays. Commun. Nonlinear Sci. Numer Simul. 14, 1576–1581 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  30. Wang X.H., Guo Q.Y., Xu D.Y.: Exponential p-stability of impulsive stochastic Cohen-Grossberg neural networks with mixed delays. Math. Comput. Simul. 79, 1698–1710 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  31. Xu L.G., Xu D.Y.: P-attracting and p-invariant sets for a class of impulsive stochastic functional differential equations. Comput. Math. Appl. 57, 54–61 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  32. Yang Z.G., Xu D.Y., Xiang L.: Exponential p-stability of impulsive stochastic differential equations with delays. Phys. Lett. A 359, 129–137 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  33. Yin G., Zhu C.: Properties of solutions of stochastic differential equations with continuous-state-dependent switching. J. Differ. Equ. 249, 2409–2439 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  34. Huang Y.M., Zhu W., Xu D.Y.: Invariant and attracting set of fuzzy cellular neural networks with variable delays. Appl. Math. Lett. 22, 478–483 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  35. sawano K.: Positively invariant sets for functional differential equations with infinite delay. Tôhoku Math. J. 32, 557–566 (1980)

    Article  MathSciNet  MATH  Google Scholar 

  36. Seifert G.: Positively invariant closed sets for systems of delay differential equations. J. Differ. Equ. 22, 292–304 (1976)

    Article  MathSciNet  MATH  Google Scholar 

  37. Xu D.Y., Li S.Y., Zhou X., Pu Z.L.: Invariant set and stable region of a class of partial differential equation with time delays. Nonlinear Anal. Real World Appl. 2, 161–169 (2001)

    Article  MathSciNet  MATH  Google Scholar 

  38. Xu D.Y., Yang Z.C.: Attracting and invariant sets for a class of impulsive functional differential equations. J. Math. Anal. Appl. 329, 1036–1044 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  39. Xu D.Y., Zhao H.Y.: Invariant and attracting sets of Hopfield neural networks with delay. Int. J. Syst. Sci. 32, 863–866 (2001)

    MathSciNet  MATH  Google Scholar 

  40. Zhao H.: Invariant set and attractor of nonautonomous functional differential systems. J. Math. Anal. Appl. 282, 437–443 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  41. Liz E., Trofimchuk S.: Existence and stability of almost periodic solutions for quasilinear delay systems and the halanay inequality. J. Math. Anal. Appl. 248, 625–644 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  42. Wang X.H., Xu D.Y.: Global exponential stability of impulsive fuzzy cellular neural networks with mixed delays and reaction-diffusion terms. Chaos Solitons Fractals 42, 2713–2721 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  43. Berman A., Plemmons R.J.: Nonnegative Matrices in Mathematical Sciences. Academic Press, New York (1979)

    MATH  Google Scholar 

  44. Horn R., Johnson C.: Matrix Analysis. Cambridge University Press, Cambridge (1985)

    Book  MATH  Google Scholar 

  45. Beckenbach E., Bellman R.: Inequalities. Springer, New York (1961)

    Book  Google Scholar 

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Long, S. Attracting and Invariant Sets of Nonlinear Stochastic Neutral Differential Equations with Delays. Results. Math. 63, 745–762 (2013). https://doi.org/10.1007/s00025-012-0231-4

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  • DOI: https://doi.org/10.1007/s00025-012-0231-4

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