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Advantages and problems of nonlinear methods applied to analyze physiological time signals: human balance control as an example

机译:非线性方法用于分析生理时间信号的优点和问题:以人体平衡控制为例

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摘要

Physiological processes are regulated by nonlinear dynamical systems. Various nonlinear measures have frequently been used for characterizing the complexity of fractal time signals to detect system features that cannot be derived from linear analyses. We analysed human balance dynamics ranging from simple standing to balancing on one foot with closed eyes to study the inherent methodological problems when applying fractal dimension analysis to real-world signals. Higuchi dimension was used as an example. Choice of measurement and analysis parameters has a distinct influence on the computed dimension. Noise increases the fractional dimension which may be misinterpreted as a higher complexity of the signal. Publications without specifying the parameter setting, or without analysing the noise-sensitivity are not comparable to findings of others and therefore of limited scientific value.
机译:生理过程由非线性动力学系统调节。经常使用各种非线性度量来表征分形时间信号的复杂性,以检测无法从线性分析中得出的系统特征。我们分析了人类平衡动力学,从简单站立到闭着一只脚的平衡,研究了将分形维数分析应用于现实世界信号时固有的方法论问题。以口口尺寸为例。测量和分析参数的选择对计算尺寸有明显影响。噪声会增加分数维,而分数维可能会被误解为信号的更高复杂度。未指定参数设置或未分析噪声敏感性的出版物无法与其他出版物相比,因此其科学价值有限。

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