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Stability Analysis and Chaotic Behavior of the Classical R?ssler System Using Simulated EEG Signals

DOI: 10.4236/oalib.1115716, PP. 1-13

Subject Areas: Dynamical System, Numerical Mathematics, Mathematical Analysis

Keywords: Rossler System, Stability Analysis, Chaos, Lyapunov Exponents, EEG Signals Modeling

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Abstract

The study and analysis of dynamical is currently important, especially in applied fields. The research presents a numerical and analytical study of the classical model for under standing the dynamic behavior of the suggested a three dimensional biomathematical autonomous system, which made up of three ordinary equations, that represent the model variables. The dynamic properties of the suggested system are verified by equilibrium points and its stability such as the roots of the characteristic equation, Routh-Hurwitz criteria, and Lyapunov function, dissipativity, bifurcation and Kaplan-York dimension. Simultaneously, the system parameters were estimated using genetic algorithm based on real EEG data to improve the models fit to the target data. All simulations were performed using MATLAB and R-K4 numerical method. The 0 - 1 test was applied to simulated system data and real EEG data, and the results were compared, the comparison showed similar characteristic in both cases confirming and supporting the system’s ability to represented complex biological data. The results indicate the system’s efficiency as an effective tools. Showed EEG system is unstable and chaotic biological system.

Cite this paper

Aziz, M. M. and Mahmood, A. S. (2026). Stability Analysis and Chaotic Behavior of the Classical R?ssler System Using Simulated EEG Signals. Open Access Library Journal, 13, e15716. doi: http://dx.doi.org/10.4236/oalib.1115716.

References

[1]  R&#246;ssler, O.E. (1976) An Equation for Continuous Chaos. <i>Physics</i> <i>Letters</i> <i>A</i>, 57, 397-398. <br>https://doi.org/10.1016/0375-9601(76)90101-8
[2]  Strogatz, S.H. (2018) Nonlinear Dynamics and Chaos. 2nd Edition, CRC Press.
[3]  Ott, E. (2002) Chaos in Dynamical Systems. 2nd Edition, Cambridge University Press. <br>https://doi.org/10.1017/cbo9780511803260
[4]  Sparrow, C. (1982) The Lorenz Equations: Bifurcations, Chaos, and Strange Attractors. Springer.
[5]  (2007) ECE 680 Modern Automatic Control. Routh&#8217;s Stability Criterion, 1-6.
[6]  Wolf, A., Swift, J.B., Swinney, H.L. and Vastano, J.A. (1985) Determining Lyapunov Exponents from a Time Series. <i>Physica</i> <i>D</i>: <i>Nonlinear</i> <i>Phenomena</i>, 16, 285-317. <br>https://doi.org/10.1016/0167-2789(85)90011-9
[7]  Rosenstein, M.T., Collins, J.J. and De Luca, C.J. (1993) A Practical Method for Calculating Largest Lyapunov Exponents from Small Data Sets. <i>Physica</i> <i>D</i>: <i>Nonlinear</i> <i>Phenomena</i>, 65, 117-134. <br>https://doi.org/10.1016/0167-2789(93)90009-p
[8]  Gottwald, G.A. and Melbourne, I. (2004) A New Test for Chaos in Deterministic Systems. <i>Proceedings</i> <i>of</i> <i>the</i> <i>Royal</i> <i>Society</i> <i>of</i> <i>London.</i> <i>Series</i> <i>A</i>: <i>Mathematical</i>, <i>Physical</i> <i>and</i> <i>Engineering</i> <i>Sciences</i>, 460, 603-611. <br>https://doi.org/10.1098/rspa.2003.1183
[9]  Gottwald, G.A. and Melbourne, I. (2009) On the Implementation of the 0-1 Test for Chaos. <i>SIAM</i> <i>Journal</i> <i>on</i> <i>Applied</i> <i>Dynamical</i> <i>Systems</i>, 8, 129-145. <br>https://doi.org/10.1137/080718851
[10]  Ogata, K. (2010) Modern Control Engineering. 5th Edition, Prentice Hall.
[11]  MathWorks (2024) MATLAB Documentation. The MathWorks, Inc.
[12]  Press, W.H., Teukolsky, S.A., Vetterling, W.T. and Flannery, B.P. (2007) Numerical Recipes: The Art of Scientific Computing. 3rd Edition, Cambridge University Press.
[13]  Aziz, M.M. and Mahmood, A.S. (2023) Mathematical Model of Epidemic Disease Covid-19. <i>AIP Conference Proceedings</i>, 2414, Article ID: 040072. <br>https://doi.org/10.1063/5.0136379
[14]  Aziz, M.M. and Mahmood, A.S. (2021) Analysis of Dynamical Behavior for Epidemic Disease COVID-19 with Application. <i>Turkish</i> <i>Journal</i> <i>of</i> <i>Computer</i> <i>and</i> <i>Mathematics</i> <i>Education</i> (<i>TURCOMAT</i>), 12, 568-577. <br>https://doi.org/10.17762/turcomat.v12i4.538
[15]  Haupt, R.L. and Haupt, S.E. (2004) Practical Genetic Algorithms. 2nd Edition, Wiley. <br>https://doi.org/10.1002/0471671746
[16]  Aziz, M. (2023) Mathematical Model for the Effect of Buoyancy Forces on the Stability of a Fluid Flow. <i>European</i> <i>Journal</i> <i>of</i> <i>Pure</i> <i>and</i> <i>Applied</i> <i>Mathematics</i>, 16, 983-996. <br>https://doi.org/10.29020/nybg.ejpam.v16i2.4751

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