基于可穿戴传感器的步态灵敏度范数评估人体行走稳定性

Hirotoshi Masuda, Kaiki Fukutoku, T. Murakami
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摘要

为了评估各种辅助行走方法,需要对行走稳定性进行量化。它还可以为老年人或疾病患者制定个性化干预计划。步态灵敏度标准(GSN)是为被动动态步行者开发的一种新的步行稳定性测量方法,已报道显示与跌倒风险有很强的相关性。GSN是一种基于$H_{2}$范数思想的方法,它使我们能够通过测量脉冲响应来了解步行系统的动态响应。GSN量化的可靠性已在被动动态步行模型和神经肌肉骨骼步行模型中得到证实。然而,它尚未应用于人类。本文提出了一种将GSN应用于人体行走分析的方法。为了将GSN应用于人体步态,采用可穿戴传感器对人体步态进行分析。通过比较异常步行者(有一定体重或蒙眼)和正常步行者的实验,评估GSN量化步态稳定性的有效性。这一结果与盲人行走比正常行走更不稳定的直觉观点一致。
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Assessment of Human Walking Stability Using the Gait Sensitivity Norm with Wearable Sensors
Quantifying walking stability is needed in order to evaluate the various walking assist methods. It can also allow the planning of individualized interventions for elderly people or patients with disorders. The Gait Sensitivity Norm (GSN) is a new measure of the walking stability developed for passive dynamic walkers and has been reported to show a strong correlation with the fall risk. The GSN is a method based on the idea of the $H_{2}$ norm, which allows us to know the dynamic response of the system of walkers by measuring the impulse response. The reliability of the GSN quantification has been confirmed in passive dynamic walkers and neuromusculoskeletal walking models. However, it has not yet been applied to humans. In this paper, we proposed a method to apply the GSN to the analysis of human walking. To apply the GSN to a human gait, wearable sensors were used to analyze human walking. The validity of quantifying gait stability with the GSN is assessed in the experiments comparing abnormal walker (with some weight or blindfold) and normal walkers. The result is consistent with the intuitive idea that blind walking is more unstable than normal walking.
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