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利用零空间投影对肌肉骨骼运动学和动力学冗余进行建模。

Modeling musculoskeletal kinematic and dynamic redundancy using null space projection.

机构信息

Department of Electrical and Computer Engineering, University of Patras, Patras, Achaia, Greece.

出版信息

PLoS One. 2019 Jan 2;14(1):e0209171. doi: 10.1371/journal.pone.0209171. eCollection 2019.

DOI:10.1371/journal.pone.0209171
PMID:30601838
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6314624/
Abstract

The coordination of the human musculoskeletal system is deeply influenced by its redundant structure, in both kinematic and dynamic terms. Noticing a lack of a relevant, thorough treatment in the literature, we formally address the issue in order to understand and quantify factors affecting the motor coordination. We employed well-established techniques from linear algebra and projection operators to extend the underlying kinematic and dynamic relations by modeling the redundancy effects in null space. We distinguish three types of operational spaces, namely task, joint and muscle space, which are directly associated with the physiological factors of the system. A method for consistently quantifying the redundancy on multiple levels in the entire space of feasible solutions is also presented. We evaluate the proposed muscle space projection on segmental level reflexes and the computation of the feasible muscle forces for arbitrary movements. The former proves to be a convenient representation for interfacing with segmental level models or implementing controllers for tendon driven robots, while the latter enables the identification of force variability and correlations between muscle groups, attributed to the system's redundancy. Furthermore, the usefulness of the proposed framework is demonstrated in the context of estimating the bounds of the joint reaction loads, where we show that misinterpretation of the results is possible if the null space forces are ignored. This work presents a theoretical analysis of the redundancy problem, facilitating application in a broad range of fields related to motor coordination, as it provides the groundwork for null space characterization. The proposed framework rigorously accounts for the effects of kinematic and dynamic redundancy, incorporating it directly into the underlying equations using the notion of null space projection, leading to a complete description of the system.

摘要

人体运动系统的协调性受到其冗余结构的深刻影响,无论是在运动学还是动力学方面。注意到文献中缺乏相关的、全面的处理方法,我们正式提出这个问题,以理解和量化影响运动协调的因素。我们采用了线性代数和投影算子的成熟技术,通过在零空间中对冗余效应进行建模,扩展了基础的运动学和动力学关系。我们区分了三种操作空间,即任务空间、关节空间和肌肉空间,它们与系统的生理因素直接相关。还提出了一种在整个可行解空间的多个层面上一致地量化冗余的方法。我们评估了所提出的肌肉空间投影在节段反射和任意运动的可行肌肉力计算上的应用。前者被证明是与节段水平模型接口或为腱驱动机器人实现控制器的一种方便表示,而后者则能够识别由于系统冗余而导致的肌肉群之间的力可变性和相关性。此外,所提出的框架在估计关节反作用力边界的背景下证明了其有用性,我们表明,如果忽略零空间力,则可能会对结果产生误解。这项工作对冗余问题进行了理论分析,为与运动协调相关的广泛领域的应用提供了便利,因为它为零空间特征提供了基础。所提出的框架严格考虑了运动学和动力学冗余的影响,直接通过零空间投影的概念将其纳入到基础方程中,从而对系统进行了完整的描述。

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