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Multidimensional Mobility Metric Using Wearables: Conceptualization and Validation in Laboratory and Maritime Settings

机译:使用可穿戴设备的多维移动性度量:实验室和海事环境中的概念化和验证

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摘要

Mobility, as a part of human movement, is of significant importance in research and practice. Mobility analysis in controlled settings reveals information on functional impairment and the underlying causes of such impairment. Mobility analysis in real-life scenarios, however, remains a conceptual and methodological challenge. Although wearable sensors are suitable alternatives to assess mobility in unsupervised settings, there is a lack of conceptual frameworks for wearable sensor-based mobility analysis.;This study aims at addressing these limitations by conceptualizing a theoretical mobility metric and validating the mobility metric from laboratory and maritime settings. The theoretical metric consists of multidimensional perspectives on mobility to provide a more comprehensive understanding of how the complex structure of mobility works by reducing redundancy and assisting with interpretation of results. This dissertation comprises two experimental sections:;Conceptualization of the multidimensional mobility metric. A multidimensional mobility metric including intensity, symmetry, and variability was theoretically conceptualized. Two preliminary studies were conducted in healthy individuals and a patient group to evaluate redundancy of the three dimensions. The finding suggests that each dimension of the mobility metric represents unique artifacts of mobility characteristics.;Validation of the multidimensional mobility metric. Two experimental studies were conducted to assess the efficacy of the mobility metric in different environments and with different types of mobility. The first experiment assessed biomechanical and clinical interpretations of the mobility metric in the laboratory setting. In the second experiment, unstable mobility was assessed to quantify mobility characteristic in an unstable platform. The findings demonstrate the efficacy of the multidimensional mobility metric by providing a clinical interpretation of mobility.;This dissertation systematically establishes the multidimensional mobility metric in the use of wearable sensors by providing biomechanical and clinical indicators for human mobility assessment.
机译:作为人类运动的一部分,机动性在研究和实践中具有重要意义。在受控环境中进行流动性分析可揭示有关功能障碍及其潜在原因的信息。然而,在现实生活中的情景下的移动性分析仍然是概念和方法上的挑战。尽管可穿戴式传感器是评估无监督条件下的移动性的合适替代方法,但仍缺乏基于可穿戴式传感器的移动性分析的概念框架。本研究旨在通过概念化理论上的移动性指标并从实验室和实验室验证移动性指标来解决这些限制。海事环境。该理论指标包括关于流动性的多维观点,以通过减少冗余并协助结果解释来提供对流动性复杂结构如何工作的更全面的理解。本文包括两个实验部分:多维迁移率度量的概念化。从理论上讲,多维移动性度量包括强度,对称性和可变性。在健康个体和患者组中进行了两项初步研究,以评估这三个方面的冗余性。该发现表明,移动性度量的每个维度都代表了移动性特征的独特伪像。多维移动性度量的验证。进行了两项实验研究,以评估在不同环境中和不同类型的移动性下,移动性度量的有效性。第一个实验评估了实验室环境中迁移率指标的生物力学和临床解释。在第二个实验中,评估了不稳定的移动性以量化不稳定平台中的移动性特征。这些发现通过提供对运动性的临床解释证明了多维运动性度量的有效性。本论文通过提供用于人类运动性评估的生物力学和临床指标,系统地建立了可穿戴传感器使用中的多维运动性度量。

著录项

  • 作者

    Youn, Ik-Hyun.;

  • 作者单位

    University of Nebraska at Omaha.;

  • 授予单位 University of Nebraska at Omaha.;
  • 学科 Computer science.;Information technology.
  • 学位 Ph.D.
  • 年度 2017
  • 页码 132 p.
  • 总页数 132
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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