Abstract
In this paper, the chaos control in the discrete logistic map of fractional order is obtained with an impulsive control algorithm. The underlying discrete initial value problem of fractional order is considered in terms of Caputo delta fractional difference.Every \(\Delta \) steps, the state variable is instantly modified with the same impulse value, chosen from a bifurcation diagram versus impulse. It is shown that the solution of the impulsive control is bounded. The numerical results are verified via time series, histograms and the 0-1 test. Several examples are considered.
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Notes
A possible way to extend the range of n in the numerical determination of \(R_q(n)\) in MATLAB, is to use the following relation: \(\mathtt {\Gamma (n-j+q)/\Gamma (n-j+1)=exp(gammaln(n-j+q)-}\)\(\mathtt {gammaln(n-j+q))}\), where \(\mathtt {gammaln}\) is the logarithm of the gamma function.
References
Bonotto, E.M., Bortolan, M.C., Caraballo, T., Collegari, R.: A survey on impulsive dynamical systems. Electron. J. Qual. Theory Differ. Equ. 7, 1–27 (2016)
Bainov, D.D., Simeonov, P.S.: Systems with Impulsive Effect. Stability, Theory and Applications. Wiley, London (1989)
Bouchard, B., Dang, N.-M., Lehalle, C.-A.: Optimal control of trading algorithms: a general impulse control approach. SIAM J. Financ. Math. 2, 404–438 (2011)
Davis, M.H.A., Guo, X., Guoliang, W.: Impulse control of multidimensional jump diffu-sions. SIAM J. Control Optim. 48, 5276–5293 (2010)
Feroe, J.A.: Existence and stability of multiple impulse solutions of a nerve equation. SIAM J. Appl. Math. 42(2), 235–246 (1982)
Yang, T.: Impulsive Control Theory. Springer, Berlin (2001)
Benchohra, M., Henderson, J., Ntouyas, S.: Impulsive Differential Equations and Inclusions. Hindawi Publishing Corporation, London (2006)
Rožko, V.F.: A certain class of almost periodic motions in systems with pulses. Differencialnye Uravnenija 8, 2012–2022 (1972). (in Russian)
Rožko, V.F.: Ljapunov stability in discontinuous dynamic systems. Differencialnye Uravnenija 11, 1005–1012 (1975). (in Russian)
Kaul, S.K.: On impulsive semidynamical systems. J. Math. Anal. Appl. 150(1), 120–128 (1990)
Kaul, S.K.: On impulsive semidynamical systems, II. Recursive properties. Nonlinear Anal. 16, 635–645 (1991)
Lakshmikantham, V., Bainov, D.D., Simeonov, P.S.: Theory of Impulsive Differential Equations. World Scientific, Singapore (1989)
Allen, L.J.S., Aulbach, B., Elaydi, S., Sacker, R.: Difference equations and discrete dynamical systems. In: Proceedings of the 9th International Conference, University of Southern California, Los Angeles, California, USA, 2-7 August 2004. October 2005, 336p. Linda J S Allen (Texas Tech University, USA), Bernd Aulbach (University of Augsburg, Germany), Saber Elaydi (Trinity University, USA) and Robert Sacker (University of Southern California, Los Angeles, USA). https://doi.org/10.1142/5957
Fradkov, A.L., Pogromsky, A.Y.: Introduction to Control of Oscillations and Chaos. World Scientific Series on Nonlinear Science Series A, vol. 35. World Scientific, Singapore (1998)
Liz, E.: How to control chaotic behaviour and population size with proportional feedback. Phys. Lett. A 374, 725–728 (2010)
Matías, M.A., Güémez, J.: Stabilization of chaos by proportional pulses in the system variables. Phys. Rev. Lett. 72(10), 1455–1458 (1994)
Danca, M.-F.: Chaos suppression via periodic change of variables in a class of discontinuous dynamical systems of fractional order. Nonlinear Dyn. 70(1), 815–823 (2012)
Danca, M.-F., Fečkan, M., Chen, G.: Impulsive stabilization of chaos in fractional-order systems. Nonlinear Dyn. 89(3), 1889–1903 (2017)
Danca, M.-F., Tang, W., Chen, G.: Suppressing chaos in a simplest autonomous memristor-based circuit of fractional order by periodic impulses. Chaos Soliton Fract. 84, 31–40 (2016)
Danca, M.-F., Garrappa, R.: Suppressing chaos in discontinuous systems of fractional order by active control. Appl. Math. Comput. 257, 89–102 (2015)
Danca, M., Fečkan, M., Pospísil, M.: Difference equations with impulses. Opuscula Mathematica 39(1), 5–22 (2019)
Tarasov, V.E., Zaslavsky, G.M.: Fractional equations of kicked systems and discrete maps. J. Phys. A 41, 435101 (2008)
Edelman, M., Tarasov, V.: Fractional standard map. Phys. Lett. A 374(2), 279–285 (2009)
Xiao, H., Ma, Y., Li, C.: Chaotic vibration in fractional maps. J. Vib. Control 20, 964–72 (2014)
Wu, G.C., Baleanu, D., Zeng, S.D.: Discrete chaos in fractional sine and standard maps. Phys. Lett. A. 378, 484–487 (2014)
Wu, G.-C., Baleanu, D.: Stability analysis of impulsive fractional difference equations. Fract. Calc. Appl. Anal. 21(2), 354–375 (2018)
Mainardi, F.: Fractional Calculus and Waves in Linear Viscoelasticity: An Introduction to Mathematical Models. World Scientific, Singapore (2010)
Xiao, H., Ma, Y., Li, C.: Chaotic vibration in fractional maps. J. Vib. Control 20(7), 964–972 (2014)
Golev, A., Hristova, S., Nenov, S.: Monotone-iterative method for solving antiperiodic nonlinear boundary value problems for generalized delay difference equations with maxima. Abstr. Appl. Anal. 2013, 571954 (2013). https://doi.org/10.1155/2013/571954
Ruszewski, A.: Practical and asymptotic stability of fractional discrete-time scalar systems described by a new model. Arch. Control Sci. 26(4), 441–452 (2016)
He, J.-W., Zhang, L., Zhou, Y., Ahmad, B.: Existence of solutions for fractional difference equations via topological degree methods. Adv. Diff. Equ. 2018, 153 (2018). https://doi.org/10.1186/s13662-018-1610-2
Goodrich, C., Peterson, A.C.: Discrete Fractional Calculus. Springer, Berlin (2015)
Fečkan, M., Pospísil, M.: Note on fractional difference Gronwall inequalities. Electron. J. Qual. Theory Diff. Equ. Article number 44 (2014)
Wu, G.-C., Baleanu, D.: Discrete fractional logistic map and its chaos. Nonlinear Dyn. 75(1–2), 283–287 (2014)
Wu, G.-C., Baleanu, D.: Jacobian matrix algorithm for Lyapunov exponents of the discrete fractional maps. Commun. Nonlinear Sci. 22(1–3), 95–100 (2015)
Gautschi, W.: Some elementary inequalities relating to the gamma and incomplete gamma function. J. Math. Phys. Camb. 38(1–4), 77–81 (1959)
Kershaw, D.: Some extensions of W. Gautschi’s inequalities for the gamma function. Math. Comput. 41(164), 607–611 (1983)
Tavazoei, M., Haeri, M.: A proof for non existence of periodic solutions in time invariant fractional order systems. Automatica 45(8), 1886–1890 (2009)
Diblik, J., Fečkan, M., Pospísil, M.: Nonexistence of periodic solutions and S-asymptotically periodic solutions in fractional difference equations. Appl. Math. Comput. 257, 230–240 (2015)
Danca, M.-F., Fečkan, M., Kuznetsov, N., Chen, G.: Complex dynamics, hidden attractors and continuous approximation of a fractional-order hyperchaotic PWC system. Nonlinear Dyn. 91(4), 2523–2540 (2018)
Nicol, M., Melbourne, I., Ashwin, P.: Euclidean extensions of dynamical systems. Nonlinearity 14(2), 275–300 (2001)
Gottwald, G., Melbourne, I.: A new test for chaos in deterministic systems. P. R. Soc. A Math. Phys. Sci. 460(2042), 603–611 (2004)
Gottwald, G., Melbourne, I.: On the implementation of the 0–1 test for chaos. SIAM J. Appl. Dyn. Syst. 8(1), 129–145 (2009)
Gopal, R., Venkatesan, A., Lakshmanan, M.: Applicability of 0–1 test for strange nonchaotic attractors. Chaos 23(2), 023123 (2013). https://doi.org/10.1063/1.4808254
Stuart, A., Humphries, A.: Dynamical Systems and Numerical Analysis. Cambridge University Press, Cambridge (1998)
Xin, B., Liu, L., Hou, G., Ma, Y.: Chaos synchronization of nonlinear fractional discrete dynamical systems via linear control. Entropy 19(7), 351 (2017). https://doi.org/10.3390/e19070351
Acknowledgements
Nikolay Kuznetsov and Marius-F. Danca are supported by the Russian Science Foundation 19-41-02002, and Marius-F. Danca is supported by the Grants Slovak Research and Development Agency under the contract No. APVV-18-0308 and by the Slovak Grant Agency VEGA-SAV Nos. 2/0153/16 and 1/0078/17.
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Appendix
Appendix
1.1 The ‘0-1’ test
The ’0-1’ test has its roots in [41] been developed in [42] (see also [43] or [44]). It is designed to distinguish chaotic behavior from regular behavior in deterministic systems. The input being a time series, the test is easy to implement and does not need the system equations. Consider a discrete or continuous-time dynamical system and a one-dimensional observable dataset, constructed from a time series, \(\phi (j)\), \(j=1,2,\ldots ,N\), with N some positive integer. The ‘0-1’ test bases on a theorem, which states that a nonchaotic motion is bounded, while a chaotic dynamic behaves like a Brownian motion [41].
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(1)
First, for \(c\in [0,2\pi ]\), one computes the translation variables p and q [42]
$$\begin{aligned} p(n)=\sum _{j=1}^n\phi (j)\cos (jc),~~~ q(n)=\sum _{j=1}^n\phi (j)\sin (jc), \end{aligned}$$for \(n=1,2,\ldots ,N\). The choice of c represents an important and sensible algorithm variable (see, for example, [43] where for c, the interval \([\pi /5,4\pi /5]\) is proposed).
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(2)
To determine the growths of p and q, the mean square displacement M is determined:
$$\begin{aligned} M(n)= & {} \lim _{N\rightarrow \infty }\frac{1}{N}\sum _{j=1}^N[p(j+n)-p(j)]^2\\&+\,[q(j+n)-q(j)]^2. \end{aligned}$$where \(n\ll N\) (in practice, \(n=N/10\) represents a good choice).
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(3)
Next, the asymptotic growth rate K is defined as
$$\begin{aligned} K=\lim _{n\rightarrow \infty }\log M(n)/\log n. \end{aligned}$$
If the underlying dynamics is regular (i.e., periodic or quasiperiodic), then \(K \approx 0\); if the underlying dynamics is chaotic, then \(K \approx 1\).
In Fig. 7, the case of the logistic map of integer order is presented. In Fig. 7a are presented the plots of q and p while in Fig. 7b the mean square displacement M as a function of n. In Fig. 1, the regular orbit of the logistic map \(x_{n+1}=\mu x_n(1-x_n)\) for \(\mu =3.55\) while Fig. 2 presents the chaotic orbit of the logistic map for \(\mu =4\).
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Danca, MF., Fečkan, M. & Kuznetsov, N. Chaos control in the fractional order logistic map via impulses. Nonlinear Dyn 98, 1219–1230 (2019). https://doi.org/10.1007/s11071-019-05257-2
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DOI: https://doi.org/10.1007/s11071-019-05257-2