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当最小化肌肉活动而不是代谢能量或接触力时,肌肉募集和关节接触力的逆动力学估计会更加真实。

Inverse dynamic estimates of muscle recruitment and joint contact forces are more realistic when minimizing muscle activity rather than metabolic energy or contact forces.

机构信息

Department of Movement Sciences, KU Leuven, Leuven, Belgium.

Department of Mechanical Engineering, KU Leuven, Robotics Core Lab of Flanders Make, Belgium.

出版信息

Gait Posture. 2019 Oct;74:223-230. doi: 10.1016/j.gaitpost.2019.08.019. Epub 2019 Sep 9.

Abstract

BACKGROUND

Assessment of contact forces is essential for a better understanding of mechanical factors affecting progression of osteoarthritis. Since contact forces cannot be measured non-invasively, computer simulations are often used to assess joint loading. Contact forces are to a large extent determined by muscle forces. These muscle forces are computed using optimization techniques that solve the muscle redundancy problem by assuming that muscles are coordinated in a way that optimizes performance (e.g., minimizes muscle activity or metabolic energy). However, it is unclear which of the many proposed performance criteria best describes muscle coordination.

RESEARCH QUESTION

Which performance criterion best describes muscle recruitment patterns and knee contact forces recorded using electromyography (EMG) and load cell instrumented prostheses?.

METHODS

We solved the muscle redundancy problem based on six different groups of performance criteria: muscle activations, volume-scaled activations, forces, stresses, metabolic energy, and joint contact forces. Computed muscle excitations and knee contact forces during over-ground walking were validated against recorded EMG signals and measured contact forces for four subjects with instrumented knee prostheses in the "Grand Challenge Competition to Predict in Vivo Knee Loads" dataset.

RESULTS

Performance criteria based on either stress or muscle activation (either unscaled or scaled by muscle volume), both to a power of 3 or 4, resulted in the best agreement between measured and simulated values. These performance criteria outperformed all other criteria in terms of agreement between simulated muscle excitations and EMG, whereas good agreement between measured and predicted contact forces was also observed for minimization of contact forces and metabolic energy.

SIGNIFICANCE

Given the large differences in accuracy obtained with different performance criteria (e.g., root mean square errors of contact forces differed up to 0.45 body weight), the results of our study are important to improve the validity of in silico assessment of joint loading.

摘要

背景

评估接触力对于更好地理解影响骨关节炎进展的机械因素至关重要。由于接触力无法进行非侵入性测量,因此经常使用计算机模拟来评估关节负荷。接触力在很大程度上取决于肌肉力。这些肌肉力是通过优化技术计算得出的,该技术通过假设肌肉以优化性能(例如,最小化肌肉活动或代谢能量)的方式协调来解决肌肉冗余问题。然而,目前尚不清楚许多提出的性能标准中哪一个最能描述肌肉协调。

研究问题

哪种性能标准最能描述肌电(EMG)和测力植入式假肢记录的肌肉募集模式和膝关节接触力?

方法

我们基于以下六种不同组的性能标准解决了肌肉冗余问题:肌肉激活、体积缩放激活、力、应力、代谢能和关节接触力。针对“Grand Challenge Competition to Predict in Vivo Knee Loads”数据集,针对四个带有仪器化膝关节假肢的受试者,在地面行走过程中,通过记录的 EMG 信号和测量的接触力验证了计算出的肌肉激发和膝关节接触力。

结果

基于应力或肌肉激活(无论是未缩放还是按肌肉体积缩放)的性能标准,幂为 3 或 4,都可以使测量值和模拟值之间的一致性达到最佳。这些性能标准在模拟肌肉激发与 EMG 之间的一致性方面优于所有其他标准,而对于最小化接触力和代谢能,也观察到了测量值和预测值之间的良好一致性。

意义

鉴于不同性能标准所获得的准确性差异很大(例如,接触力的均方根误差差异最大可达 0.45 体重),因此我们的研究结果对于提高关节负荷的计算机评估的有效性非常重要。

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