在步态分析中选择动态时间扭曲的最佳扭曲路径的方法
Hyun-Seob Lee1, Jae-Hyun Lee2, Kyung-Ryur Kim3
1Department of Physical Education, Graduate School of Education, Korea University, Seoul, Korea.
步态数据上的动态时间曲线 (DTW) 可以产生多个最佳曲线路径 (OWP). 一种新的选择方法成功地识别了独特的OWP,提高了步态分析的可靠性.
科学领域:
- 生物力学 生物力学
- 数据分析 数据分析
- 人类运动分析分析
背景情况:
- 动态时间变形 (DTW) 经常用于步态分析.
- 常规方法可能会在存在多个最佳路径时选择次优的曲路径.
- 这种模两可可能会影响步态分析的可靠性和准确性.
研究的目的:
- 为了证明在步态数据的动态时间扭曲 (DTW) 中出现多个最佳扭曲路径 (OWPs).
- 提出并验证额外的OWP选择方法以解决模两可的问题.
- 为了提高使用DTW的步态分析的准确性和可靠性.
主要方法:
- 对55名成年参与者进行了3D运动分析实验,以收集步态数据.
- 分析了990例DTW的步态数据,以确定多个OWP的频率.
- 将一种新的选择方法应用于具有多个OWP的实例,以评估其有效性.
主要成果:
- 在8.28%的DTW实例中 (82分之990),观察到多个OWP.
- 多重OWP的发生率最高的是男性的脚关节 (11.11%).
- 拟议的选择方法成功地在所有82个实例中确定了一个独特的OWP.
结论:
- 多个OWP是一个重要的,虽然不是普遍的,在DTW步态分析中的问题.
- 新的选择方法有效地解决了OWP的模两可,改善了分析.
- 这种方法提高了使用DTW的步态研究的可靠性,有效性和准确性.
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