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Memristor-based time-delay chaotic system with hidden extreme multi-stability and pseudo-random sequence generator

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Abstract

At present, researchers only find that memristor-based time-delay (MBTD) chaotic systems have rich dynamic behaviors. However, there are still many difficulties in the analysis and application of the MBTD chaotic system. Therefore, a novel 3-D MBTD chaotic system with extreme multi-stability and line equilibrium points is proposed in this work. First, by applying dynamic analysis and numerical simulation, basic behaviors of the system are employed to illustrate the superiority of the system. Then, some special nonlinear phenomena are observed by two-parameter bifurcation diagrams, such as coexisting hidden attractors of both periodic and chaotic, coexisting multi-scroll hidden attractors, coexisting single-scroll hidden attractors and coexisting periodic attractors, which mean that hidden extreme multi-stability occurs. Moreover, the system which has good autocorrelation and cross-correlation is applied to generate the chaotic pseudo-random sequence. Finally, the approximate entropy of the chaotic pseudo-random sequence is larger than that of other time-delay chaotic systems. The above manifest that this MBTD chaotic system possesses abundant dynamics and good randomness. Hence this system owns latent force in the application of memristor.

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References

  1. L.O. Chua, IEEE Trans. Circuits Syst. 18, 507 (1971)

    Google Scholar 

  2. D.B. Strukov, G.S. Snider, D.R. Stewart, R.S. Williams, Nature 453, 80 (2008)

    Article  ADS  Google Scholar 

  3. S.K. Duan, X.F. Hu, L.D. Wang, S.Y. Gao, C.D. Li, Neural Comput. Appl. 25, 291 (2014)

    Article  Google Scholar 

  4. X.F. Hu, S.K. Duan, L.D. Wang, X.F. Liao, Sci. China Inf. Sci. 55, 461 (2012)

    Article  ADS  Google Scholar 

  5. B.R. Hunt, E. Ott, Chaos 25, 097618 (2015)

    Article  MathSciNet  ADS  Google Scholar 

  6. E.N. Lorenz, J. Atmos. Sci. 20, 130 (1963)

    Article  ADS  Google Scholar 

  7. V.T. Pham, A. Akgul, C. Volos, S. Jafari, T. Kapitaniak, A.E.U. Int, J. Electron. Commun. 78, 134 (2017)

    Google Scholar 

  8. B.C. Bao, T. Jiang, G.Y. Wang, P.P. Jin, H. Bao, M. Chen, Nonlinear Dyn. 89, 1157 (2017)

    Article  Google Scholar 

  9. S. Yanchuk, G. Giacomelli, J. Phys. A. Math. Theor. 50, 103001 (2017)

    Article  ADS  Google Scholar 

  10. J.N. Wu, L.D. Wang, S.K. Duan, Acta Phys. Sin. 66, 030502 (2017)

    Google Scholar 

  11. V.T. Pham, A. Buscarino, L. Fortuna, M. Frasca, Int. J. Bifurc. Chaos 23, 1350073 (2013)

    Article  Google Scholar 

  12. V.T. Pham, S. Vaidyanathan, C. Volos, S. Jafari, N. Kuznetsov, T. Hoang, Eur. Phys. J. Spec. Top. 225, 127 (2016)

    Article  Google Scholar 

  13. N. Mohanty, R. Dey, B. Roy, Eur. Phys. J. Spec. Top. 229, 1231 (2020)

    Article  Google Scholar 

  14. X.P. Guan, C.L. Chen, H.P. Peng, Z.P. Fan, Int. J. Bifurc. Chaos 13, 193 (2003)

    Article  Google Scholar 

  15. G.R. Guan, C.M. Wu, Q. Jia, Acta Phys. Sin. 64, 020501 (2015)

    Google Scholar 

  16. W. Marszalek, J. Sadecki, IEEE Trans. Circuits Syst. II Express Briefs 66, 687 (2019)

    Article  Google Scholar 

  17. K. Ikeda, H. Daido, O. Akimoto, Phys. Rev. Lett. 45, 709 (1980)

    Article  ADS  Google Scholar 

  18. M. Mackey, L. Glass, Science 197, 287 (1977)

    Article  ADS  Google Scholar 

  19. X.L. Shi, S.K. Duan, L.D. Wang, T.W. Huang, C.D. Li, Neurocomputing 166, 487 (2015)

    Article  Google Scholar 

  20. L.D. Wang, X.D. Wang, S.K. Duan, H.F. Li, Neurocomputing 167, 346 (2015)

    Article  Google Scholar 

  21. Z.K. Dong, S.K. Duan, X.F. Hu, L.D. Wang, H. Li, Sci. World. J. 2014, 394828 (2014)

    Google Scholar 

  22. S.K. Duan, Y. Zhang, L.D. Wang, X.F. Hu, C.D. Li, Neural. Comput. Appl. 25, 1437 (2014)

    Article  Google Scholar 

  23. L.D. Wang, E. Drakakis, S.K. Duan, P.F. He, X.F. Liao, Int. J. Bifurc. Chaos 22, 1250205 (2012)

    Article  Google Scholar 

  24. S. Jafari, A. Ahmadi, A.J.M. Khalaf, H.R. Abdolmohammadi, V.T. Pham, F.E. Alsaadi, A.E.U. Int, J. Electron. Commun. 89, 131 (2018)

    Google Scholar 

  25. S. Jafari, J.C. Sprott, M. Molaie, Int. J. Bifurc. Chaos 26, 1650098 (2016)

    Article  Google Scholar 

  26. W. Zhou, G.Y. Wang, Y.R. Shen, F. Yuan, S.M. Yu, Int. J. Bifurc. Chaos 28, 1830033 (2018)

    Article  Google Scholar 

  27. L.N. Nguenjou, G. Kom, J.R.M. Pone, K. Jacques, A. Tiedeu, A.E.U. Int, J. Electron. Commun. 99, 201 (2019)

    Google Scholar 

  28. G.Y. Qi, G.R. Chen, Y.H. Zhang, Chaos Solitons Fractals 37, 409 (2008)

    Article  ADS  Google Scholar 

  29. J.C. Sprott, X. Wang, G. Chen, Int. J. Bifurc. Chaos 23, 1350093 (2013)

    Article  Google Scholar 

  30. G.A. Gottwald, I. Melbourne, Nonlinearity 22, 1367 (2009)

    Article  MathSciNet  ADS  Google Scholar 

  31. A.S. Elwakil, M.P. Kennedy, IEEE Trans. Circuits Syst. 47, 76 (2000)

    Article  Google Scholar 

  32. S. Panahi, Z. Aram, S. Jafari, V.T. Pham, C. Volos, K. Rajagopal, Pramana 90, 31 (2018)

    Article  ADS  Google Scholar 

  33. S. Jafari, J.C. Sprott, Eur. Phys. J. Spec. Top. 224, 1469 (2015)

    Article  Google Scholar 

Download references

Acknowledgements

Project supported by the National Key R&D Program of China (Grant no. 2018YFB1306600), the National Natural Science Foundation of China (Grant nos. 62076207, 62076208, U20A20227).

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Correspondence to Lidan Wang.

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Sun, S., Yan, D., Ji’e, M. et al. Memristor-based time-delay chaotic system with hidden extreme multi-stability and pseudo-random sequence generator. Eur. Phys. J. Spec. Top. 230, 3481–3491 (2021). https://doi.org/10.1140/epjs/s11734-021-00248-0

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