Wavelet analysis in neurodynamics

A.N. Pavlov^a, A.E. Hramov^b, A.A. Koronovskii^b, E.Yu. Sitnikova^c, V.A. Makarov^d, A.A. Ovchinnikov^e
^aInternational Research Institute of Nonlinear Dynamics, Department of Physics, N.G. Chernyshevskii; Saratov State University, ul. Astrakhanskaya 83, Saratov, 410012, Russian Federation
^bNonlinear Processes Department, Chernyshevskii Saratov State University, ul. Astrakhanskaya 83, Saratov, 410012, Russian Federation
^cInstitute of Higher Nervous Activity and Neurophysiology, Russian Academy of Sciences, ul. Butlerova 5-a, Moscow, 117485, Russian Federation
^dUniversidad Complutense de Madrid, Ciudad Universitaria, Madrid, 28040, Spain
^eChernyshevskii Saratov State University, ul. Astrakhanskaya 83, Saratov, 410071, Russian Federation

Results obtained using continuous and discrete wavelet transforms as applied to problems in neurodynamics are reviewed, with the emphasis on the potential of wavelet analysis for decoding signal information from neural systems and networks. The following areas of application are considered: (1)’the microscopic dynamics of single cells and intracellular processes, (2) sensory data processing, (3)’the group dynamics of neuronal ensembles, and (4) the macrodynamics of rhythmical brain activity (using multichannel EEG recordings). The detection and classification of various oscillatory patterns of brain electrical activity and the development of continuous wavelet-based brain activity monitoring systems are also discussed as possibilities.

PACS: 05.45.Tp, 05.45.Xt, 07.05.Mh, 87.19.L−, 95.75.Wx (all)
DOI: 10.3367/UFNe.0182.201209a.0905
URL: https://ufn.ru/en/articles/2012/9/a/
Web of Science

000312382200001
Scopus

2-s2.0-84872111741
Citation: Pavlov A N, Hramov A E, Koronovskii A A, Sitnikova E Yu, Makarov V A, Ovchinnikov A A "Wavelet analysis in neurodynamics" Phys. Usp. 55 845–875 (2012)

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Received: 6th, October 2011, revised: 18th, March 2012, accepted: 20th, March 2012

Оригинал: Павлов А Н, Храмов А Е, Короновский А А, Ситникова Е Ю, Макаров В А, Овчинников А А «Вейвлет-анализ в нейродинамике» УФН 182 905–939 (2012); DOI: 10.3367/UFNr.0182.201209a.0905