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The relationship between the detrendend fluctuation analysis and the autocorrelation function of a signal

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Abstract

We derive an analytical expression for the fluctuation function of the detrended fluctuation analysis and state the relationship with the autocorrelation function for stationary processes. With this result we can investigate the scaling of the fluctuation function for short-range and long-range correlated processes. Furthermore we show that short-range correlated processes always exhibit a crossover between regions of different scaling. We also extend our results to processes with additive trends and discuss the effect of measurement noise.

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References

  1. H.E. Hurst, Trans. Am. Soc. Civil Eng. 116, 770 (1951)

    Google Scholar 

  2. B.B. Mandelbrot, J.W. van Ness, SIAM Rev. 10, 422 (1968)

    Article  ADS  MathSciNet  MATH  Google Scholar 

  3. R.N. Bhattacharya, V.K. Gupta, E. Waymire, J. Appl. Probab. 20, 649 (1983)

    Article  MathSciNet  MATH  Google Scholar 

  4. C.K. Peng, S.V. Buldyrev, S. Havlin, M. Simons, H.E. Stanley, A.L. Goldberger, Phys. Rev. E 49, 1685 (1994)

    Article  ADS  Google Scholar 

  5. J.W. Kantelhardt, E. Koscielny-Bunde, H.H.A. Rego, S. Havlin, A. Bunde, Physica A 295, 441 (2001)

    Article  ADS  MATH  Google Scholar 

  6. A. Bashan, R. Bartsch, J.W. Kantelhardt, S. Havlin, Physica A 387, 5080 (2008)

    Article  ADS  Google Scholar 

  7. K. Hu, P.C. Ivanov, Z. Chen, P. Carpena, H.E. Stanley, Phys. Rev. E 64, 011114 (2001)

    Article  ADS  Google Scholar 

  8. Z. Chen, P.C. Ivanov, K. Hu, H.E. Stanley, Phys. Rev. E 65, 041107 (2002)

    Article  ADS  Google Scholar 

  9. M.S. Taqqu, V. Teverovsky, W. Willinger, Fractals 3, 785 (1995)

    Article  MATH  Google Scholar 

  10. M. Höll, H. Kantz, Eur. Phys. J. B 88, 126 (2015)

    Article  ADS  MathSciNet  Google Scholar 

  11. D. Maraun, H.W. Rust, J. Timmer, Nonlin. Processes Geophys. 11, 495 (2004)

    Article  ADS  Google Scholar 

  12. J. Beran, Statistics for Long-Memory Processes, 1st edn. (Chapman and Hall/CRC, 1994)

  13. P. Doukhan, G. Oppenheim, M.S. Taqqu, Theory and Applications of Long-Range Dependence (Birkhäuser, 2003)

  14. W. Palma, Long-Memory Time Series, 1st edn. (Wiley-Interscience, 2007)

  15. G. Box, G.M. Jenkins, G. Reinsel, Time Series Analysis: Forecasting and Control, 3rd edn. (Englewood Cliffs, Prentice Hall, 1994)

  16. M.B. Priestley, Spectral Analysis and Time Series, 9th edn. (Academic Press, 1996)

  17. G.A. Hunt, Trans. Amer. Math. Soc. 71, 38 (1951)

    Article  MathSciNet  MATH  Google Scholar 

  18. C.K. Peng, S.V. Buldyrev, A.L. Goldberger, S. Havlin, F. Sciortino, M. Simons, H.E. Stanley, Nature 356, 168 (1992)

    Article  ADS  Google Scholar 

  19. P. Goupillaud, A. Grossmann, J. Morlet, Geoexploration 23, 85 (1984)

    Article  Google Scholar 

  20. J. Alvarez-Ramirez, E. Rodriguez, J.C. Echeverria, Physica A 354, 199 (2005)

    Article  ADS  Google Scholar 

  21. C.W.J. Granger, J. Econometrics 14, 227 (1980)

    Article  MathSciNet  MATH  Google Scholar 

  22. C.W. Gardiner, Handbook of Stochastic Methods (Springer, Berlin, 1985)

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Correspondence to Marc Höll.

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Höll, M., Kantz, H. The relationship between the detrendend fluctuation analysis and the autocorrelation function of a signal. Eur. Phys. J. B 88, 327 (2015). https://doi.org/10.1140/epjb/e2015-60721-1

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  • DOI: https://doi.org/10.1140/epjb/e2015-60721-1

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