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Pseudo Almost Periodic Solutions for CNNs with Continuously Distributed Leakage Delays

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Abstract

In this paper, based on the exponential dichotomy theory, contraction mapping fixed point theorem and inequality analysis technique, we obtain some sufficient conditions ensuring the existence and global exponential stability of pseudo almost periodic solutions for a new generalized cellular neural network model with continuously distributed leakage delays. Our results complement with some recent ones. Moreover, an illustrative example and its numerical simulation are given to demonstrate the effectiveness of the obtained results.

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References

  1. Chua LO, Roska T (1990) Cellular neural networks with nonlinear and delay-type template elements. In: Proc. 1990 IEEE int. workshop on cellular neural networks and their applications, pp 12–25

  2. Jiang H, Teng Z (2004) Global exponential stability of cellular neural networks with time-varying coefficients and delays. Neural Netw 17:1415–1425

    Article  Google Scholar 

  3. Kwon O, Lee S, Park J (2010) Improved results on stability analysis of neuralnet works with time-varying delays: novel delay-dependent criteria. Mod Phys Lett B 24:775–789

    Article  Google Scholar 

  4. Kwon O, Park J (2009) Exponential stability analysis for uncertain neural networks with interval time-varying delays. Appl Math Comput 212:530–541

    Article  Google Scholar 

  5. Wu J (2001) Introduction to neural dynamics and signal trasmission delay. Walter de Gruyter, Belin

    Book  Google Scholar 

  6. Park JH (2006) Further result on asymptotic stability criterion of cellular neural networks with time-varying discrete and distributed delays. Appl Math Comput 182:1661–1666

    Article  Google Scholar 

  7. Li X, Ding C, Zhu Q (2010) Synchronization of stochastic perturbed chaotic neural networks with mixed delays. J Franklin Inst 347:1266–1280

    Article  Google Scholar 

  8. Kwon O, Park J (2008) Delay-dependent stability for uncertain cellular neural networks with discrete and distribute time-varying delays. J Franklin Inst 345:766–778

    Article  Google Scholar 

  9. Haykin S (1994) Neural networks. Prentice-Hall, Upper Saddle River

    Google Scholar 

  10. Kosok B (1992) Neural networks and fuzzy systems. Prentice-Hall, New Delhi

    Google Scholar 

  11. Gopalsamy K (1992) Stability and oscillations in delay differential equations of population dynamics. Kluwer Academic Publishers, Dordrecht

    Book  Google Scholar 

  12. Gopalsamy K (2007) Leakage delays in BAM. J Math Anal Appl 325:1117–1132

    Article  Google Scholar 

  13. Liu B (2013) Global exponential stability for BAM neural networks with time-varying delays in the leakage terms. Nonlinear Anal 14:559–566

    Article  Google Scholar 

  14. Peng S (2010) Global attractive periodic solutions of BAM neural networks with continuously distributed delays in the leakage terms. Nonlinear Anal 11:2141–2151

    Article  Google Scholar 

  15. Chen Z, Meng J (2012) Exponential convergence for cellular neural networks with time-varying delays in the leakage terms, Hindawi Publishing Corporation. Abstr Appl Anal 2012(941063):1–11

    Google Scholar 

  16. Chen Z, Yang M (2012) Exponential convergence for HRNNs with continuously distributed delays in the leakage terms. Neural Comput Appl. doi:10.1007/s00521-012-1172-2

  17. Chen Z (2012) A shunting inhibitory cellular neural network with leakage delays and continuously distributed delays of neutral type. Neural Comput App. doi:10.1007/s00521-012-1200-2

  18. Xiong W, Meng J (2013) Exponential convergence for cellular neural networks with continuously distributed delays in the leakage terms. Electron J Qual Theory Differ Equ 2013(10):1–12

    Google Scholar 

  19. Zhang C (2003) Almost periodic type functions and ergodicity. Kluwer Academic, Beijing

    Book  Google Scholar 

  20. Fink AM (1974) Almost periodic differential equations. Lecture Notes in Mathematics, vol 377. Springer, Berlin

    Google Scholar 

  21. Chérif Farouk (2012) Existence and global exponential stability of pseudo almost periodic solution for SICNNs with mixed delays. J Appl Math Comput 39:235–251

    Article  Google Scholar 

  22. Zhou T, Liu Y, Chen A (2006) Almost periodic solution for shunting inhibitory cellular neural networks with time-varying delays and variable coefficients. Neural Process Lett 23(3):243–255

    Article  Google Scholar 

  23. Li Y, Wang C, Li X (2013) Existence and global exponential stability of almost periodic solution for high-order BAM neural networks with delays on time scales. Neural Process Lett. doi:10.1007/s11063-013-9302-0

  24. Zhang H, Shao J (2013) Existence and exponential stability of almost periodic solutions for CNNs with time-varying leakage delays. Neurocomputing 121(9):226–233

    Article  Google Scholar 

  25. Zhang H, Shao J (2013) Almost periodic solutions for cellular neural networks with time-varying delays in leakage terms. Appl Math Comput 219(24):11471–11482

    Article  Google Scholar 

  26. Zhang H (2014) Existence and stability of almost periodic solutions for CNNs with continuously distributed leakage delays. Neural Comput Appl 2014(24):1135–1146

    Article  Google Scholar 

  27. Liu B (2014) Global exponential stability of positive periodic solutions for a delayed Nicholson’s blowflies model. J Math Anal Appl 412:212–221

    Article  Google Scholar 

  28. Meng J (2013) Global exponential stability of positive pseudo almost periodic solutions for a model of hematopoiesis. Abstr Appl Anal 2013(463076):1–11

    Google Scholar 

  29. Wang W, Liu B (2014) Global exponential stability of pseudo almost periodic solutions for SICNNs with time-varying leakage delays. Abstr Appl Anal 2014(967328):1–17

    Google Scholar 

  30. Li L, Fang Z, Yang Y (2012) A shunting inhibitory cellular neural network with continuously distributed delays of neutral type. Nonlinear Anal Real World Appl 13:1186–1196

    Article  Google Scholar 

Download references

Acknowledgments

The author would like to express the sincere appreciation to the editor and reviewers for their helpful comments in improving the presentation and quality of the paper. This work was supported by the construct program of the key discipline in Hunan province (Mechanical Design and Theory), the Scientific Research Fund of Hunan Provincial Natural Science Foundation of PR China (Grant No. 11JJ6006), and the Natural Scientific Research Fund of Hunan Provincial Education Department of PR China (Grants No. 11C0916, 11C0915).

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Correspondence to Bingwen Liu.

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Liu, B. Pseudo Almost Periodic Solutions for CNNs with Continuously Distributed Leakage Delays. Neural Process Lett 42, 233–256 (2015). https://doi.org/10.1007/s11063-014-9354-9

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