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On the Verification for Realizing Multi-scroll Chaotic Attractors with High Maximum Lyapunov Exponent and Entropy

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Advances and Applications in Chaotic Systems

Abstract

Nowadays, many works have been presented regarding the modeling, simulation and circuit realization of different kinds of continuous-time multi-scroll chaotic attractors. However, very few works describe the experimental realization of attractors having high maximum Lyapunov exponent (MLE) and high entropy, which are desirable characteristics to guarantee better chaotic unpredictability. For instance, two chaotic oscillators having the same MLE values can behave in a very different way, e.g. showing different entropy values. That way, we describe the experimental realization of an optimized multi-scroll chaotic oscillator with both high MLE and entropy. First, the MLE is optimized by applying an evolutionary algorithm, which provides a set of feasible solutions. Second, the associated entropy is evaluated for each feasible solution. In this chapter, experimental results are shown for the electronic implementation of a chaotic oscillator generating 2-, 5- and 10-scrolls. Finally, the experimental results show that by increasing the number of scrolls both the MLE and its associated entropy increase in a similar proportion, thus guaranteeing better unpredictability.

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References

  1. Cicek I, Pusane AE, Dundar G (2014) A novel design method for discrete time chaos based true random number generators. Integr VLSI J 47(1):38–47

    Article  Google Scholar 

  2. de la Fraga LG, Tlelo-Cuautle E (2014) Optimizing the maximum lyapunov exponent and phase space portraits in multi-scroll chaotic oscillators. Nonlinear Dyn 76(2):1503–1515

    Google Scholar 

  3. Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6(2):182–197

    Article  Google Scholar 

  4. Ergün S, Özogez S (2010) Truly random number generators based on non-autonomous continuous-time chaos. Int J Circuit Theory Appl 38(1):1–24

    Article  MATH  Google Scholar 

  5. Gamez-Guzman L, Cruz-Hernandez C, Lopez-Gutierrez R, Garcia-Guerrero E (2009) Synchronization of chua’s circuits with multi-scroll attractors: Application to communication. Commun Nonlinear Sci Numer Simul 14(6):2765–2775. doi:10.1016/j.cnsns.2008.10.009, http://www.sciencedirect.com/science/article/pii/S1007570408003298

    Google Scholar 

  6. Karthikeyan R, Sundarapandian V (2014) Hybrid chaos synchronization of four-scroll systems via active control. J Electr Eng 65(2):97–103

    Google Scholar 

  7. Lü J, Chen G (2006) Generating multiscroll chaotic attractors: theories, methods and applications. Int J Bifurc Chaos 16(4):775–858

    Article  MathSciNet  MATH  Google Scholar 

  8. Lu J, Chen G, Yu X, Leung H (2004) Design and analysis of multiscroll chaotic attractors from saturated function series. IEEE Trans Circuits Syst 51:2476–2490

    Article  MathSciNet  Google Scholar 

  9. Moddemeijer R (1989) On estimation of entropy and mutual information of continuous distributions. Signal Process 16(3):233–248

    Article  MathSciNet  Google Scholar 

  10. Nejati H, Beirami A, Ali WH (2012) Discrete-time chaotic-map truly random number generators: design, implementation, and variability analysis of the zigzag map. Analog Integr Circuits Signal Process 73(1):363–374. doi:10.1007/s10470-012-9893-9

    Article  Google Scholar 

  11. Ortega-Torres E, Sanchez-Lopez C, Mendoza-Lopez J (2013) Frequency behavior of saturated nonlinear function series based on opamps. Revista Mexicana De Fiscia 59(6):504–510

    MathSciNet  MATH  Google Scholar 

  12. Parker T, Chua L (1989) Practical numerical algorithms for chaotic systems. Springer, New York

    Book  MATH  Google Scholar 

  13. Pesis YB (1977) Characteristic Lyapunov exponents and smooth ergodic theory. Russ Math Surv 32(4):55–112

    Article  Google Scholar 

  14. Ruelle D (1979) Bifurcation theory and its application in scientific disciplines. New York Academy of Science, New York

    Google Scholar 

  15. Sánchez-López C, Trejo-Guerra R, Munoz-Pacheco JM, Tlelo-Cuautle E (2010) N-scroll chaotic attractors from saturated function series employing CCII+s. Nonlinear Dyn 61(1–2):331–341

    Google Scholar 

  16. Tlelo-Cuautle E, Ramos-López HC, Sánchez-Sánchez M, Pano-Azucena AD, Sánchez-Gaspariano LA, Nunez-Perez JC, Camas-Anzueto JL (2014) Application of a chaotic oscillator in an autonomous mobile robot. J Electr Eng 65(3):157–162

    Google Scholar 

  17. Tlelo-Cuautle E, Rangel-Magdaleno J, Pano-Azucena A, Obeso-Rodelo P, Nunez-Perez J (2015) FPGA realization of multi-scroll chaotic oscillators. Commun Nonlinear Sci Numer Simul 27(1–3):66–80. doi:10.1016/j.cnsns.2015.03.003, http://www.sciencedirect.com/science/article/pii/S1007570415000878

    Google Scholar 

  18. Trejo-Guerra R, Tlelo-Cuautle E, Munoz-Pacheco JM, Sánchez-López C, Cruz-Hernández C (2010) On the relation between the number of scrolls and the lyapunov exponents in PWL-functions-based \(\eta \)-scroll chaotic oscillators. Int J Nonlinear Sci Numer Simul 11(11):903–910. doi:10.1515/IJNSNS.2010.11.11.903

  19. Trejo-Guerra R, Tlelo-Cuautle E, Sánchez-López C, Muñoz-Pacheco J, Cruz-Hernández C (2010) Realization of multiscroll chaotic attractors by using current-feedback operational amplifiers. Revista Mexicana de Fisica 54(4):268–274

    Google Scholar 

  20. Trejo-Guerra R, Tlelo-Cuautle E, Jiménez-Fuentes JM, Sánchez-López C, Muñoz-Pacheco JM, Espinosa-Flores-Verdad G, Rocha-Pérez JM (2012) Integrated circuit generating 3-and 5-scroll attractors. Commun Nonlinear Sci Numer Simul 17(11):4328–4335

    Article  MathSciNet  Google Scholar 

  21. Volos CK, Kyprianidis IM, Stouboulos I (2013) Experimental investigation on coverage performance of a chaotic autonomous mobile robot. Robot Auton Syst 61(12):1314–1322

    Article  Google Scholar 

  22. Wolf A, Swift JB, Swinney HL, Vastano JA (1985) Determining lyapunov exponents from a time series. Phys D: Nonlinear Phenom 16(3):285–317. doi:10.1016/0167-2789(85)90011-9, http://www.sciencedirect.com/science/article/pii/0167278985900119

    Google Scholar 

  23. Yalcin ME (2007) Increasing the entropy of a random number generator using n-scroll chaotic attractors. Int J Bifurc Chaos 17(12):4471–4479. doi:10.1142/S0218127407020130

    Article  MathSciNet  Google Scholar 

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Acknowledgments

This work has been partially supported by CONACyT-Mexico under grants 168357 and 237991.

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Correspondence to E. Tlelo-Cuautle .

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Tlelo-Cuautle, E., Sánchez-Sánchez, M., Carbajal-Gómez, V.H., Pano-Azucena, A.D., de la Fraga, L.G., Rodriguez-Gómez, G. (2016). On the Verification for Realizing Multi-scroll Chaotic Attractors with High Maximum Lyapunov Exponent and Entropy. In: Vaidyanathan, S., Volos, C. (eds) Advances and Applications in Chaotic Systems . Studies in Computational Intelligence, vol 636. Springer, Cham. https://doi.org/10.1007/978-3-319-30279-9_13

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  • DOI: https://doi.org/10.1007/978-3-319-30279-9_13

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