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Comparing dynamical systems concepts and techniques for biomechanical analysis

机译:比较用于生物力学分析的动力学系统概念和技术

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摘要

Traditional biomechanical analyses of human movement are generally derived from linear mathematics. While these methods can be useful in many situations, they do not describe behaviors in human systems that are predominately nonlinear. For this reason, nonlinear analysis methods based on a dynamical systems approach have become more prevalent in recent literature. These analysis techniques have provided new insights into how systems (1) maintain pattern stability, (2) transition into new states, and (3) are governed by short- and long-term (fractal) correlational processes at different spatio-temporal scales. These different aspects of system dynamics are typically investigated using concepts related to variability, stability, complexity, and adaptability. The purpose of this paper is to compare and contrast these different concepts and demonstrate that, although related, these terms represent fundamentally different aspects of system dynamics. In particular, we argue that variability should not uniformly be equated with stability or complexity of movement. In addition, current dynamic stability measures based on nonlinear analysis methods (such as the finite maximal Lyapunov exponent) can reveal local instabilities in movement dynamics, but the degree to which these local instabilities relate to global postural and gait stability and the ability to resist external perturbations remains to be explored. Finally, systematic studies are needed to relate observed reductions in complexity with aging and disease to the adaptive capabilities of the movement system and how complexity changes as a function of different task constraints.
机译:人体运动的传统生物力学分析通常来自线性数学。尽管这些方法在许多情况下很有用,但它们并未描述主要是非线性的人类系统中的行为。因此,基于动力学系统方法的非线性分析方法在最近的文献中变得越来越普遍。这些分析技术为系统(1)如何保持模式稳定性,(2)转变为新状态以及(3)如何通过不同时空尺度上的短期和长期(分形)相关过程控制提供了新的见解。通常使用与可变性,稳定性,复杂性和适应性有关的概念来研究系统动力学的这些不同方面。本文的目的是比较和对比这些不同的概念,并证明尽管这些术语相关,但它们代表了系统动力学的根本不同方面。特别是,我们认为可变性不应该等同于运动的稳定性或复杂性。此外,当前基于非线性分析方法(例如有限的最大Lyapunov指数)的动态稳定性测度可以揭示运动动力学中的局部不稳定性,但是这些局部不稳定性与整体姿势和步态稳定性以及抵御外在能力的相关程度扰动仍有待探索。最后,需要进行系统的研究,以将观察到的随着年龄和疾病而变的复杂度降低与运动系统的适应能力以及复杂度如何根据不同的任务约束而变化相联系。

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