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神经退行性疾病中的人体步态分析:综述。

Human Gait Analysis in Neurodegenerative Diseases: A Review.

出版信息

IEEE J Biomed Health Inform. 2022 Jan;26(1):229-242. doi: 10.1109/JBHI.2021.3092875. Epub 2022 Jan 19.

Abstract

This paper reviews the recent literature on technologies and methodologies for quantitative human gait analysis in the context of neurodegenerative diseases. The use of technological instruments can be of great support in both clinical diagnosis and severity assessment of these pathologies. In this paper, sensors, features and processing methodologies have been reviewed in order to provide a highly consistent work that explores the issues related to gait analysis. First, the phases of the human gait cycle are briefly explained, along with some non-normal gait patterns (gait abnormalities) typical of some neurodegenerative diseases. Then the paper reports the most common processing techniques for both feature selection and extraction and for classification and clustering. Finally, a conclusive discussion on current open problems and future directions is outlined.

摘要

本文综述了近年来在神经退行性疾病背景下用于定量人体步态分析的技术和方法。在这些病理的临床诊断和严重程度评估中,技术仪器的使用可以提供很大的支持。本文综述了传感器、特征和处理方法,以提供一项高度一致的工作,探索与步态分析相关的问题。首先,简要解释了人体步态周期的各个阶段,以及一些神经退行性疾病特有的非正常步态模式(步态异常)。然后,本文报告了最常见的特征选择和提取以及分类和聚类的处理技术。最后,对当前的开放问题和未来的方向进行了总结性的讨论。

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