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Nonstationary Power Spectrum and Aging 1/f Noise
Nava Leibovich , Eli Barkai
Department of Physics, Institute of Nanotechnology and Advanced Materials, Bar Ilan University, Ramat-Gan 5290002, Israel
The power spectrum of a stationary process is calculated using the Wiener - Khinchin theorem which gives the connection between the power spectrum and the correlation function of the observed process [1, 2]. In many experiments the spectrum exhibits 1/fß spectral behavior, i.e. the spectral density is observed at low frequencies as S(ω)~ω-ß where 0 < ß < 2. This power-law behavior seems unphysical since the total energy diverges, thus the noise cannot be described with the stationary Wiener - Khinchin theorem. We have found that the 1/fß noise possess nonstationarity, i.e. the spectrum is time-dependent [3-5]. The time dependence of the 1/fß spectrum resolves the so called "1/f paradox".
The nonstationary 1/fß noise is backed by only two noteworthy experimental evidences. The spectrum of intermittent quantum dots was measured showing that the 1/fß spectrum ages as the measurement time is increased, indicating a nonstationary behavior [6]. Furthermore this aging 1/fß behavior was measured in the interface fluctuations in the (1+1)-dimensional Kardar-Parisi-Zhang universality class [7]. However, in many other processes, the 1/fß noise does not exhibit experimental evidences of nonstationarity and the famous paradox apparently remains open.
The tension between the requirement of time-dependent 1/fß noise and the experimental evidences which support the stationarity is reduced in three levels: (i) we have shown that an unbounded process may present an appearance of time-independent 1/fß noise, while for bounded process the 1/fß noise ages [3-5], We note that for unbounded process there is no paradoxial behavior of 1/f noise anyway. (ii) in macroscopic measurements the spectrum appears stationary while in the single-particle measurements the aging 1/fß is recovered [8], and (iii) if the fixed waiting time is much longer than the measurement time the 1/fß spectrum does not depend on the measurement time [9].
[1] R.Kubo, M.Toda, and H. Hashitsume, Statistical Physics II- Nonequilibrium Statistical Mechanics, Springer (1995).
[2] M. B. Priestley, Spectral Analysis and Time Series, Academic Press, London (1981).
[3] N. Leibovich and E. Barkai, Aging Wiener-Khinchin Theorem, Phys. Rev. Lett. 115, 080602 (2015).
[4] A. Dechant and E. Lutz, Wiener-Khinchin theorem for nonstationary scale-invariant processes, Phys. Rev. Lett. 115, 080603 (2015).
[5] N. Leibovich, A. Dechant, E. Lutz and E. Barkai, Aging Wiener-Khinchin Theorem and Critical Exponents of 1/fß Noise, Phys. Rev. E, 94, 052130 (2016).
[6] S. Sadegh, E. Barkai and D. Krapf, Five critical exponents describing 1/f noise for intermittent quantum dots, New J. Phys. 16, 113054 (2014).
[7] K.A.Takeuchi, 1/fß power spectrum in the KardarParisi Zhang universality class, J. Phys. A: Math. Theor. 50, 264006 (2017).
[8] N. Leibovich and E. Barkai, Conditional 1/fß noise: From single molecules to macroscopic measurement, Phys. Rev. E. 96, 0321232 (2017).
[9] N. Leibovich and E. Barkai, 1/fß noise for scale-invariant processes: How long you wait matters, Eur. Phys. J. B 90, 229 (2017).