Concepedia

Nonlinear Dynamics Analysis

Nonlinear Dynamics Analysis is a methodological framework within electroencephalogram analysis that characterizes the brain's complex, time-varying neural activity through mathematical models of nonlinear systems, distinguishing it from linear approaches by its capacity to capture chaotic, emergent, and phase-sensitive dynamical behaviors in neural signals.

1.1K

Publications

62.1K

Citations

3.1K

Authors

1.2K

Institutions

Publications per year

2017–2026

301

Parents

Publications

1.1K

Indications of nonlinear deterministic and finite-dimensional structures in time series of brain electrical activity: Dependence on recording region and brain state

Ralph G. Andrzejak, Klaus Lehnertz, Florian Mormann et al. · Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · 2001 · 3K citations

, , +17

Predicting chaotic time series

J. Doyne Farmer, John J. Sidorowich · Physical Review Letters · 1987 · 1.9K citations

, , +17

Singular-spectrum analysis: A toolkit for short, noisy chaotic signals

Robert Vautard, Pascal Yiou, Michael Ghil · Physica D Nonlinear Phenomena · 1992 · 1.5K citations · Full text

, , +12

Chaos/Complexity Science and Second Language Acquisition

Diane Larsen‐Freeman · Applied Linguistics · 1997 · 1.5K citations

, , +14

Surrogate time series

1999 · 1.3K citations

, , +12

1–5 of 1.1K

Authors

3.1K

  1. KL
    Klaus Lehnertz

    University of Bonn, Germany

    11 publications · 4.3K citations

    11

    h-index

  2. LI
    Leonidas Iasemidis

    Arizona State University, United States

    9 publications · 537 citations

    9

    h-index

  3. FM
    Florian Mormann

    University of Bonn, Germany

    7 publications · 3.3K citations

    7

    h-index

  4. JR
    J. Röschke

    Johannes Gutenberg University Mainz, Germany

    7 publications · 275 citations

    7

    h-index

  5. CJ
    Cornelis J. Stam

    Amsterdam UMC Location Vrije Universiteit Amsterdam, Netherlands

    7 publications · 412 citations

    7

    h-index

1–5 of 3.1K

Institutions

1.2K

  1. Centre National de la Recherche Scientifique

    Paris, France

    15 h-index

    45 publications

    9K citations

  2. University of Bonn

    Bonn, Germany

    13 h-index

    45 publications

    21.9K citations

  3. Arizona State University

    Tempe, United States

    13 h-index

    29 publications

    937 citations

  4. Harbin Institute of Technology

    Harbin, China

    12 h-index

    39 publications

    1.5K citations

  5. University of Florida

    Gainesville, United States

    11 h-index

    34 publications

    2K citations

  6. Hunan University

    Changsha, China

    11 h-index

    26 publications

    2.1K citations

  7. Nanjing University of Science and Technology

    Nanjing, China

    10 h-index

    28 publications

    680 citations

  8. Huazhong University of Science and Technology

    Wuhan, China

    10 h-index

    44 publications

    2.2K citations

1–8 of 1.2K

Venues

  1. Nonlinear Dynamics

    36 publications · 1.7K citations

    25

    h-index

  2. 24

    h-index

  3. Chaos Solitons & Fractals

    39 publications · 1.8K citations

    24

    h-index

  4. International Journal of Bifurcation and Chaos

    IJBC · 34 publications · 1.2K citations

    21

    h-index

  5. IEEE Transactions on Biomedical Engineering

    16 publications · 1.3K citations

    15

    h-index

1–5