Abstract
A map on a torus is called “quasiperiodic” if there is a change of variables which converts it into a pure rotation in each coordinate of the torus. We develop a numerical method for finding this change of variables, a method that can be used effectively to determine how smooth (i.e., differentiable) the change of variables is, even in cases with large nonlinearities. Our method relies on fast and accurate estimates of limits of ergodic averages. Instead of uniform averages that assign equal weights to points along the trajectory of N points, we consider averages with a non-uniform distribution of weights, weighing the early and late points of the trajectory much less than those near the midpoint N∕2. We provide a one-dimensional quasiperiodic map as an example and show that our weighted averages converge far faster than the usual rate of O(1∕N), provided f is sufficiently differentiable. We use this method to efficiently numerically compute rotation numbers, invariant densities, conjugacies of quasiperiodic systems, and to provide evidence that the changes of variables are (real) analytic.
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References
M. Brin, G. Stuck, Introduction to Dynamical Systems (Cambridge University Press, Cambridge, 2002)
U. Krengel, On the speed of convergence in the ergodic theorem. Monatsh. Math. 86(1), 3–6 (1978)
M.R. Herman, Sur la conjugaison différentiable des difféomorphismes due cercle à des rotations. Publications Mathématiques de l’Institut des Hautes Études Scientifiques 49(1), 5–233 (1979)
C. Simó, Averaging Under Fast Quasiperiodic Forcing (Plenum Pub. Co., New York, 1994)
C. Simó, P. Sousa-Silva, M. Terra, Practical stability domains near L 4, 5 in the restricted three-body problem: some preliminary facts. Prog. Chall. Dyn. Syst. 54, 367–382 (2013)
M. Lin, M. Weber, Weighted ergodic theorems and strong laws of large numbers. Ergod. Theory Dyn. Syst. 27(02), 511–543 (2007)
A. Bellow, R. Jones, J. Rosenblatt, Almost everywhere convergence of convolution powers. Ergod. Theory Dyn. Syst. 14(03), 415–432 (1994)
A. Bellow, V. Losert, The weighted pointwise ergodic theorem and the individual ergodic theorem along subsequences. Ann. l’Inst. Fourier 52(2), 561–583 (2002)
F. Durand, D. Shneider, Ergodic averages with deterministic weights. Trans. Am. Math. Soc. 288(1), 307–345 (1985)
S. Das, E. Sander, Y. Saiki, J.A. Yorke, Quantitative quasiperiodicity. Preprint: arXiv:1508.00062 [math.DS] (2015)
S. Das, J.A. Yorke, Super convergence of ergodic averages for quasiperiodic orbits. Preprint: arXiv:1506.06810 [math.DS] (2015)
E. Berkson, T.A. Gillespie, Spectral decompositions, ergodic averages, and the Hilbert transform. Stud. Math. 144, 39–61 (2001)
M. Akcoglu et al., The strong sweeping out property for lacunary sequences, Riemann sums, convolution powers, and related matters. Ergod. Theory Dyn. Syst. 16(02), 207–253 (1996)
M.D. Ha, Weighted ergodic averages. Turk. J. Math. 22(1), 61–68 (1998)
E.J. Kostelich, I. Kan, C. Grebogi, E. Ott, J.A. Yorke, Unstable dimension variability: a source of nonhyperbolicity in chaotic systems. Phys. D 109(1–2), 81–90 (1997)
V. Arnold, Small denominators. I. Mapping of the circumference onto itself. Am. Math. Soc. Transl. (2) 46, 213–284 (1965)
J.R. Miller, J.A. Yorke, Finding all periodic orbits of maps using Newton methods: sizes of basins. Phys. D: Nonlinear Phenom. 135(3), 195–211 (2000)
V.M. Becerra, J.D. Biggs, S.J. Nasuto, V.F. Ruiz, W. Holderbaum, D. Izzo, Using Newton’s method to search for quasi-periodic relative satellite motion based on nonlinear Hamiltonian models, in 7th International Conference on Dynamics and Control of Systems and Structures in Space, vol. 7 (2006)
F. Schilder, H.M. Osinga, W. Vogt, Continuation of quasi-periodic invariant tori. SIAM J. Appl. Dyn. Syst. 4(3), 459–488 (2005)
A. Denjoy, Sur les courbes definies par les equations differentielles a la surface du tore. J. Math. Pures et Appl. 11, 333–375 (1932)
Y. Katznelson, D. Ornstein, The absolute continuity of the conjugation of certain diffeomorphisms of the circle. Ergod. Theory Dyn. Syst. 9, 681–690 (1989)
Y. Katznelson, D. Ornstein, The differentiability of the conjugation of certain diffeomorphisms of the circle. Ergod. Theory Dyn. Syst. 9, 643–680 (1989)
J.C. Yoccoz, Conjugaison differentiable des diffeomorphismes du cercle dont le nombre de rotation verifie une condition diophantine. Ann. Sci. l’École Norm. Supér. 17(3), 333-359 (1984)
M. Herman, Simple proofs of local conjugacy theorems for diffeomorphisms of the circle with almost every rotation number. Boletim da Sociedade Brasileira de Matemática 16(1), 45–83 (1985)
M.R. Herman, Resultats recents sur la conjugaison differentiable, in Proceedings of the International Congress of Mathematicians, Helsinki, vol. 2 (American Mathematical Society, Providence, 1978), pp. 811–820
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Das, S., Saiki, Y., Sander, E., Yorke, J.A. (2016). Quasiperiodicity: Rotation Numbers. In: Skiadas, C. (eds) The Foundations of Chaos Revisited: From Poincaré to Recent Advancements. Understanding Complex Systems. Springer, Cham. https://doi.org/10.1007/978-3-319-29701-9_7
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DOI: https://doi.org/10.1007/978-3-319-29701-9_7
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