Abstract
The frequency of occurrence of ordinal patterns in an observed (or measured) times series can be used to identify equivalent dynamical system. We demonstrate this approach for system identification and parameter estimation for dynamics that can (at least approximately) be described by one-dimensional iterated maps.
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References
J.M. Amigó, Permutation Complexity in Dynamical Systems, Springer Series in Synergetics (Springer-Verlag, Berlin Heidelberg, 2010)
C. Bandt, B. Pompe, Phys. Rev. Lett. 88, 174102 (2002)
C. Bandt, Ecological Modelling 182, 229 (2005)
A. Groth, Phys. Rev. E 72, 046220 (2005)
K. Keller, M. Sinn, Physica A 356, 114 (2005)
C. Bandt, F. Shiha, J. Time Ser. Anal. 28, 646 (2007)
J.M. Amigó, M.B. Kennel, Physica D 237, 2893 (2008)
D. Arroyo, G. Alvarez, J.M. Amigó, Chaos 19, 023125 (2009)
J.M. Amigó, R. Monetti, T. Aschenbrenner, W. Bunk, Chaos 22, 013105 (2012)
B. Pompe, J. Runge, Phys. Rev. E 83, 051122 (2011)
J.M. Amigó, S. Zambrano, M.A.F. Sanjuan, EPL 79, 50001 (2007)
J.M. Amigó, S. Zambrano, M.A.F. Sanjuan, EPL 83, 60005 (2008)
L.C. Carpi, P.M. Saco, O.A. Rosso, Physica A 389, 2020 (2010)
X. Li, G. Ouyang, D.A. Richards, Epilepsy Research 77, 70 (2007)
M. Staniek, K. Lehnertz, Phys. Rev. Lett. 100, 158101 (2008)
G. Ouyang, C. Dang, D. A. Richards, X. Li, Clinical Neurophysiology 121, 694703 (2010)
K. Schindler, H. Gast, L. Stieglitz, A. Stibal, M. Hauf, R. Wiest, L. Mariani, C. Rummel, Epilepsia 52, 17711780 (2011)
Y. Cao, W. Tung, J.B. Gao, V.A. Protopopescu, L.M. Hively, Phys. Rev. E 70, 046217 (2004)
L. Zunino, M.C. Soriano, I. Fischer, O.A. Rosso, C.R. Mirasso Phys. Rev. E 82, 046212 (2010)
M. Barreiro, A.C. Marti, C. Masoller, Chaos 21, 013101 (2011)
M.C. Soriano, L. Zunino, O.A. Rosso, I. Fischer, C.R. Mirasso, IEEE J. Quantum Electron 47, 252 (2011)
U. Parlitz, S. Berg, S. Luther, A. Schirdewand, J. Kurths, N. Wessel, Comput. Biol. Med. 42, 319 (2012)
E. Hellinger, J. Reine Ang. Math. 136, 210 (1909)
J.D. Skufca, E.M. Bollt, Phys. Rev. E 76, 026220 (2007)
J.D. Skufca, E.M. Bollt, Chaos 18, 013118 (2008)
E.M. Bollt, J.D. Skufca, Physica D 239, 579590 (2010)
M. Candaten, S. Rinaldi, Int. J. Bif. Chaos 10, 1805 (2000)
C. Piccardi, G. Feichtinger, Chaos, Solitons Fractals 13, 195 (2002)
C. Piccardi, S. Rinaldi, Int. J. Bif. Chaos 12, 2927 (2002)
C. Piccardi, Int. J. Bif. Chaos 18, 745 (2008)
R. Shaw, The Dripping Faucet as a Model of Chaotic System (Aerial Press, Santa Cruz, 1984)
K. Kiyono, N. Fuchikami, J. Phys. Soc. Jpn. 68, 3259 (1999)
H. Suetani, K. Soejima, R. Matsuoka, U. Parlitz, H. Hata, Phys. Rev. E 86, 036209 (2012)
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Parlitz, U., Suetani, H. & Luther, S. Identification of equivalent dynamics using ordinal pattern distributions. Eur. Phys. J. Spec. Top. 222, 553–568 (2013). https://doi.org/10.1140/epjst/e2013-01859-2
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DOI: https://doi.org/10.1140/epjst/e2013-01859-2