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利用集合经验模态分解开发一种新的量化步态稳定性的方法。

Development of a new approach to quantifying stepping stability using ensemble empirical mode decomposition.

机构信息

Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA.

出版信息

Gait Posture. 2014;39(1):495-500. doi: 10.1016/j.gaitpost.2013.08.036. Epub 2013 Sep 8.

Abstract

Everyday walking is often interrupted by obstacles and changes in the environment that make gait a highly non-stationary process. This study introduces a novel measure, termed the step stability index (SSI), to quantify stepping stability under non-stationary walking conditions among older adults. This index is based on the ensemble empirical mode decomposition method. We hypothesized that a higher SSI would indicate a more stable gait pattern and could be used to assess fall risk. Accelerometer-derived signals (vertical direction) were analyzed from 39 older adults with a history of 2 or more falls in the past year (i.e., fallers) and 42 older adults who reported no falls in the previous year (i.e., controls) under three walking conditions: baseline walk with and without a harness, and obstacle course with a harness. In each condition, the subjects wore a small, light-weight sensor (i.e., a 3 dimensional accelerometer) on their lower back. The SSI was significantly higher (p ≤ 0.05) in the controls than in the fallers in all three walking conditions. The SSI was significantly (p<0.0001) lower for both the controls and the fallers during obstacle walking compared with baseline walking. This finding is consistent with a less stable step pattern during obstacle negotiation walking. The SSI was correlated with conventional clinical measures of mobility and fall risk (the correlation coefficient, r, ranged from 0.27 to 0.73, p<0.05). These initial findings suggest that the SSI, an index based on the ensemble empirical mode decomposition, may be helpful for quantifying gait stability and fall risk during the challenges of everyday walking.

摘要

日常行走常常会被环境中的障碍物和变化打断,这使得步态成为一个高度非平稳的过程。本研究提出了一种新的度量标准,称为步稳指数(SSI),用于量化老年人在非平稳行走条件下的步稳性。该指数基于集合经验模态分解方法。我们假设较高的 SSI 表示更稳定的步态模式,并可用于评估跌倒风险。从过去一年中有 2 次或以上跌倒史的 39 名老年人(即跌倒者)和过去一年没有跌倒史的 42 名老年人(即对照组)的加速度计衍生信号(垂直方向)进行分析,在三种行走条件下进行分析:有和没有安全带的基线行走,以及有安全带的障碍物行走。在每种情况下,受试者都在其下背部佩戴一个小型、轻便的传感器(即三维加速度计)。在所有三种行走条件下,对照组的 SSI 均显著高于(p ≤ 0.05)跌倒组。与基线行走相比,对照组和跌倒组在障碍物行走时的 SSI 显著降低(p<0.0001)。这一发现与在障碍物协商行走时步幅模式更不稳定一致。SSI 与传统的移动性和跌倒风险临床测量指标呈正相关(相关系数 r 范围为 0.27 至 0.73,p<0.05)。这些初步发现表明,基于集合经验模态分解的 SSI 可能有助于量化日常行走挑战中的步态稳定性和跌倒风险。

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