Skip to main content

Advertisement

Log in

Extended detrended cross-correlation analysis of electrocorticograms

  • Regular Article
  • Published:
The European Physical Journal Special Topics Aims and scope Submit manuscript

Abstract

An extension of detrended cross-correlation analysis (DCCA) for processing interrelated nonstationary time series is considered using electrocorticograms (ECoG) in mice as an example. The application of this approach to the case of wakefulness and 1-day sleep deprivation is discussed. It is shown that, although the DCCA method enables to detect changes in ECoG caused by sleep deprivation, its extension improves the separation of the dynamics and may reduce the amount of data required to identify the state of the brain electrical activity.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

References

  1. A. Bashan, R.P. Bartsch, J.W. Kantelhardt, S. Havlin, P.Ch. Ivanov, Nat Commun. 3, 702 (2012)

    Article  ADS  Google Scholar 

  2. R.P. Bartsch, K.K.L. Liu, A. Bashan, P.Ch. Ivanov, PLoS One 10, e0142143 (2015)

    Article  Google Scholar 

  3. P.Ch. Ivanov, K.K.L. Liu, R.P. Bartsch, New J. Phys. 18, 100201 (2016)

    Article  ADS  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. C.-K. Peng, S. Havlin, H.E. Stanley, A.L. Goldberger, Chaos 5, 82 (1995)

    Article  ADS  Google Scholar 

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

    Article  ADS  Google Scholar 

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

    Article  ADS  Google Scholar 

  8. R.M. Bryce, K.B. Sprague, Sci. Rep. 2, 315 (2012)

    Article  ADS  Google Scholar 

  9. A.N. Pavlov, O.N. Pavlova, O.V. Semyachkina-Glushkovskaya, J. Kurths, Eur. Phys. J. Plus 136, 10 (2021)

    Article  Google Scholar 

  10. B. Podobnik, H.E. Stanley, Phys. Rev. Lett. 100, 084102 (2008)

    Article  ADS  Google Scholar 

  11. B. Podobnik, I. Grosse, D. Horvatić, S. Ilic, P.Ch. Ivanov, H.E. Stanley, Eur. Phys. J. B 71, 243 (2009)

    Article  ADS  Google Scholar 

  12. A.N. Pavlov, A.S. Abdurashitov, A.A. Koronovskii Jr., O.N. Pavlova, O.V. Semyachkina-Glushkovskaya, J. Kurths, Commun. Nonlinear Sci. Numer. Simul. 85, 105232 (2020)

    Article  MathSciNet  Google Scholar 

  13. A.N. Pavlov, O.N. Pavlova, A.A. Koronovskii Jr., G.A. Guyo, Chaos Solitons Fractals 157, 111972 (2022)

    Article  Google Scholar 

  14. A.N. Pavlov, A.I. Dubrovsky, A.A. Koronovskii Jr., O.N. Pavlova, O.V. Semyachkina-Glushkovskaya, J. Kurths, Chaos 30, 073138 (2020)

    Article  ADS  MathSciNet  Google Scholar 

  15. A.N. Pavlov, A.I. Dubrovsky, A.A. Koronovskii Jr., O.N. Pavlova, O.V. Semyachkina-Glushkovskaya, J. Kurths, Chaos Solitons Fractals 139, 109989 (2020)

    Article  Google Scholar 

  16. R.G. Foster, Interface Focus 10, 20190098 (2020)

    Article  Google Scholar 

  17. N.E. Fultz, G. Bonmassar, K. Setsompop, R.A. Stickgold, B.R. Rosen, J.R. Polimeni, L.D. Lewis, Science 366, 628 (2019)

    Article  ADS  Google Scholar 

  18. A.S. Karavaev, V.V. Skazkina, E.I. Borovkova, M.D. Prokhorov, A.N. Hramkov, V.I. Ponomarenko, A.E. Runnova, V.I. Gridnev, A.R. Kiselev, N.V. Kuznetsov, L.S. Chechurin, T. Penzel, Front. Neurosci. 15, 791510 (2022)

    Article  Google Scholar 

  19. C. Duclos, M.P. Beauregard, C. Bottari, M.C. Ouellet, N. Gosselin, Aust. Occup. Ther. J. 62, 2 (2015)

    Article  Google Scholar 

  20. E.J. Van Someren, C. Cirelli, D.J. Dijk, E. Van Cauter, S. Schwartz, M.W. Chee, J. Neurosci. 35, 13889 (2015)

    Article  Google Scholar 

  21. J.J. Ross, Arch. Neurol. 12, 399 (1965)

    Article  Google Scholar 

  22. T.M. Achariyar, B. Li, W. Peng, P.B. Verghese, Y. Shi, E. McConnell, A. Benraiss, T. Kasper, W. Song, T. Takano, D.M. Holtzman, M. Nedergaard, R. Deane, Mol. Neurodegener. 11, 74 (2016)

    Article  Google Scholar 

  23. J. Zhang, Y. Zhu, G. Zhan, P. Fenik, L. Panossian, M.M. Wang, S. Reid, D. Lai, J.G. Davis, J.A. Baur, S. Veasey, J. Neurosci. 34, 4418 (2014)

    Article  Google Scholar 

  24. H.E. Stanley, L.A.N. Amaral, A.L. Goldberger, S. Havlin, P.Ch. Ivanov, C.-K. Peng, Phys. A 270, 309 (1999)

    Article  Google Scholar 

  25. W. Kantelhardt, E. Koscielny-Bunde, H.H.A. Rego, S. Havlin, A. Bunde, Phys. A 295, 441 (2001)

    Article  Google Scholar 

  26. N.S. Frolov, V.V. Grubov, V.A. Maksimenko, A. Lüttjohann, V.V. Makarov, A.N. Pavlov, E. Sitnikova, A.N. Pisarchik, J. Kurths, A.E. Hramov, Sci. Rep. 9, 7243 (2019)

    Article  ADS  Google Scholar 

Download references

Funding

This work was supported by the Russian Science Foundation (Agreement 22-22-00065), https://rscf.ru/en/project/22-22-00065/.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to A. N. Pavlov.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Koronovskii, A.A., Blokhina, I.A., Pavlova, O.N. et al. Extended detrended cross-correlation analysis of electrocorticograms. Eur. Phys. J. Spec. Top. 232, 605–608 (2023). https://doi.org/10.1140/epjs/s11734-022-00711-6

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1140/epjs/s11734-022-00711-6

Navigation