Abstract
Unforeseeable rare events, referred to as extreme events (EEs), can occur in various real-world contexts. When comparing EEs, the super EEs and dragon kings are the most harmful and occur occasionally in both natural and artificial systems. In this study, we consider a discrete system of Rulkov maps coupled via a tangential form of the memristive function to investigate the existence of both super EEs and dragon king events. Primarily, bifurcation analysis and Lyapunov exponents demonstrate that the transition to hyper-chaos occurs when the control parameter is increased to larger values. Following that, we analyze the appearance of super EEs by setting the parameter in the region of hyper-chaos, and we perform the critical amplitude threshold and probability density function to illustrate such occurrences. Furthermore, we use statistical characterizations such as the complementary cumulative distribution function (CCDF) and the DK test to delineate the emergence of the dragon kings. Finally, we perform a two-parameter analysis to acquire a complete picture of the occurrence of the observed events.
Similar content being viewed by others
Data availability statement
The authors confirm that the data supporting the findings of this study are available within the article.
References
S. Albeverio, V. Jentsch, H. Kantz, Extreme events in nature and society, the frontiers collection (Springer, Berlin, 2006)
D. Sornette, Critical phenomena in natural sciences: chaos, fractals, self-organization, and disorder: concepts and tools (Springer, New York, 2006)
G. Nicolis, C. Nicolis, Foundations of complex systems: emergence, information, and prediction. World Scientific (2012)
E.W. Montroll, W.W. Badger, Introduction to quantitative aspects of social phenomena (Gordon and Breach, New York, 1974)
R. Höhmann, U. Kuhl, H.J. Stöckmann, L. Kaplan, E.J. Heller, Phys. Rev. Lett. 104, 093901 (2010)
J.J. Metzger, R. Fleischmann, T. Geisel, Phys. Rev. Lett. 112, 203903 (2014)
A. Mathis, L. Froehly, S. Toenger, F. Dias, G. Genty, J.M. Dudley, Sci. Rep. 5, 12822 (2015)
S. Birkholz, C. Brée, I. Veselić, A. Demircan, G. Steinmeyer, Sci. Rep. 6, 35207 (2016)
A. Mishra, S. Leo Kingston, C. Hens, T. Kapitaniak, U. Feudel, S. K. Dana, Chaos, 30, (2020) 063114
B. Thangavel, S. Srinivasan, T. Kathamuthu, Chaos. Solitons & Fractals 153, 111569 (2021)
A. Ray, S. Rakshit, G.K. Basak, S.K. Dana, D. Ghosh, Phys. Rev. E 101, 062210 (2020)
D. Premraj, K. Sathiyadevi, K. Suresh, R. Karthikeyan, Phys. Rev. E. 107, L022201 (2023)
A. Saha, U. Feudel, Chaos 28, 033610 (2018)
S.N. Chowdhury, A. Ray, A. Mishra, D. Ghosh, Complexity 2, 035021 (2021)
A. Ray, A. Mishra, D. Ghosh, T. Kapitaniak, S.K. Dana, C. Hens, Phys. Rev. E 101, 032209 (2020)
E.J. Doedel, Phys. Rev. E 100, 052204 (2019)
C.L.P. Lambruschini, Chaos. Solitons & Fractals 171, 113462 (2023)
H.L.D.S. Cavalcante, M. Oria, D. Sornette, E. Ott, D.J. Gauthier, Phys. Rev. Lett. 111, 198701 (2013)
A. Saha, U. Feudel, Phys. Rev. E 95, 062219 (2017)
A.N. Pisarchik, R. Jaimes-Reategui, R. Sevilla-Escoboza, G. Huerta-Cuellar, M. Taki, Phys. Rev. Lett. 107, 274101 (2011)
K. Suresh, A.N. Pisarchik, Phys. Rev. E 98, 032203 (2018)
S.N. Chowdhury, A. Ray, S.K. Dana, D. Ghosh, Phys. Rep. 966, 1 (2022)
C. Jeffries, J. Perez, Phys. Rev. A 26, 2117 (1982)
A. Saha, U. Feudel, Phys. Rev. E 95, 062219 (2017)
C. Grebogi, E. Ott, J.A. Yorke, Phys. Rev. Lett. 48, 1507 (1982)
C. Bonatto, A. Endler, Phys. Rev. E 96, 012216 (2017)
D. Sornette, Int. J. Terraspace Sci. Eng. 1, 1 (2009)
V.F. Pisarenko, D. Sornette, Eur. Phys. J. ST 205, 95 (2012)
D. Sornette, G. Ouillon, Euro. Phys. J. Spe. Topics 205, 1 (2012)
G. F. de Oliveira Jr., O. Di Lorenzo, T.P. de Silans, M. Chevrollier, M. Oriá, Phys. Rev. E 93, 062209 (2016)
A. Mishra, S. Saha, M. Vigneshwaran, P. Pal, T. Kapitaniak, S.K. Dana, Phys. Rev. E 97, 062311 (2018)
D. Premraj, K. Suresh, S.A. Pawar, L. Kabiraj, A. Prasad, R.I. Sujith, EPL 134, 34006 (2021)
N. Johnson, B. Tivnan, Eur. Phys. J. Spec. Top. 205, 65 (2012)
G. Mikaberidze, A. Plaud, R.M. D’Souza, Phys. Rev. Rese. 5, L042013 (2023)
P. Durairaj, G.K. Sundararam, S. Kanagaraj, K. Rajagopal, Phys. Lett. A 489, 129158 (2023)
R.C. Elson, A.I. Selverston, R. Huerta, N.F. Rulkov, M.I. Rabinovich, H.D. Abarbanel, Phys. Rev. Lett. 81, 5692 (1998)
N.F. Rulkov, Phys. Rev. E 65, 041922 (2002)
K. Li, H. Bao, H. Li, J. Ma, Z. Hua, B. Bao, IEEE 18, 1726 (2021)
S. Rakshit, A. Ray, B.K. Bera, D. Ghosh, Nonlinear Dyna. 94, 785 (2018)
J. López, M. Coccolo, R. Capeáns, M.A. Sanjuán, Communic. Nonlinear Sci. Numer. Simula. 120, 107184 (2023)
I. Bashkirtseva, V. Nasyrova, L. Ryashko, Chaos. Solitons & Fractals 110, 76 (2018)
K. Li, H. Bao, H. Li, J. Ma, Z. Hua, B. Bao, IEEE 18, 1726 (2021)
C. Grebogi, E. Ott, F. Romeiras, J.A. Yorke, Phys. Rev. A 36, 5365 (1987)
L. Udaigiriya, S.K. Sharma, Int. J. Electron. Commun. Eng 8, 2 (2015)
Acknowledgements
DP is partially supported by National Natural Science Foundation of china (NSFC) No. 12375031. We gratefully acknowledge this work is funded by the Center for Nonlinear Systems, Chennai Institute of Technology (CIT), India, vide funding number CIT/CNS/2024/RP-005.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that there is no Conflict of interest in publishing this paper.
Declaration of interest statement
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Durairaj, P., Kanagaraj, S., Karthikeyan, A. et al. Super extreme events and dragon kings in a memristive coupled Rulkov maps. Eur. Phys. J. Spec. Top. (2024). https://doi.org/10.1140/epjs/s11734-024-01166-7
Received:
Accepted:
Published:
DOI: https://doi.org/10.1140/epjs/s11734-024-01166-7