15,939 research outputs found

    Broadband nature of power spectra for intermittent Maps with summable and nonsummable decay of correlations

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    We present results on the broadband nature of the power spectrum S(Ο‰)S(\omega), Ο‰βˆˆ(0,2Ο€)\omega\in(0,2\pi), for a large class of nonuniformly expanding maps with summable and nonsummable decay of correlations. In particular, we consider a class of intermittent maps f:[0,1]β†’[0,1]f:[0,1]\to[0,1] with f(x)β‰ˆx1+Ξ³f(x)\approx x^{1+\gamma} for xβ‰ˆ0x\approx 0, where γ∈(0,1)\gamma\in(0,1). Such maps have summable decay of correlations when γ∈(0,12)\gamma\in(0,\frac12), and S(Ο‰)S(\omega) extends to a continuous function on [0,2Ο€][0,2\pi] by the classical Wiener-Khintchine Theorem. We show that S(Ο‰)S(\omega) is typically bounded away from zero for H\"older observables. Moreover, in the nonsummable case γ∈[12,1)\gamma\in[\frac12,1), we show that S(Ο‰)S(\omega) is defined almost everywhere with a continuous extension S~(Ο‰)\tilde S(\omega) defined on (0,2Ο€)(0,2\pi), and S~(Ο‰)\tilde S(\omega) is typically nonvanishing.Comment: Final versio

    On the detection of superdiffusive behaviour in time series

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    We present a new method for detecting superdiffusive behaviour and for determining rates of superdiffusion in time series data. Our method applies equally to stochastic and deterministic time series data (with no prior knowledge required of the nature of the data) and relies on one realisation (ie one sample path) of the process. Linear drift effects are automatically removed without any preprocessing. We show numerical results for time series constructed from i.i.d. Ξ±\alpha-stable random variables and from deterministic weakly chaotic maps. We compare our method with the standard method of estimating the growth rate of the mean-square displacement as well as the pp-variation method, maximum likelihood, quantile matching and linear regression of the empirical characteristic function

    Central limit theorems and suppression of anomalous diffusion for systems with symmetry

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    We give general conditions for the central limit theorem and weak convergence to Brownian motion (the weak invariance principle / functional central limit theorem) to hold for observables of compact group extensions of nonuniformly expanding maps. In particular, our results include situations where the central limit theorem would fail, and anomalous behaviour would prevail, if the compact group were not present. This has important consequences for systems with noncompact Euclidean symmetry and provides the rigorous proof for a conjecture made in our paper: A Huygens principle for diffusion and anomalous diffusion in spatially extended systems. Proc. Natl. Acad. Sci. USA 110 (2013) 8411-8416.Comment: Minor revision
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