步态分析中动态时间扭曲最优扭曲路径的选择方法。

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-02-21 eCollection Date: 2024-02-01 DOI:10.12965/jer.2346580.290
Hyun-Seob Lee, Jae-Hyun Lee, Kyung-Ryur Kim
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引用次数: 0

摘要

本研究旨在证明在对步态数据进行动态时间扭曲(DTW)时,可能会出现多个局部成本总和最小的最佳扭曲路径(OWP),并提出一种额外的 OWP 选择方法来解决这一问题。研究人员对 55 名成年参与者(包括男性和女性)进行了三维运动分析实验,以获取步态数据。本研究分析了步态数据上的 990 个 DTW 实例,以研究局部成本总和最小的多个 OWP 的出现情况。随后,我们对多个 OWP 应用了一种额外的选择方法,以确定识别单个 OWP 的可行性。通过 DTW 观察到多个 OWP 共 82 次,占 8.28%。值得注意的是,在男性的踝关节上,这一比例最高,为 11.11%。有两个多重 OWP 的病例最多,占 56.10%,有十个或十个以上多重 OWP 的病例占 19.51%。本研究提出的附加选择方法适用于 82 个出现多重 OWP 的案例。结果表明,在所有情况下都能识别出唯一的 OWP。这些结果对于找出之前采用的传统 OWP 选择方法的不足之处并提出解决方案具有重要意义。它提高了利用 DTW 进行研究的可靠性、有效性和准确性。
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A method for selecting the optimal warping path of dynamic time warping in gait analysis.

This study aims to demonstrate that when performing dynamic time warping (DTW) on gait data, multiple optimal warping paths (OWPs) with a minimum sum of local costs can occur and to propose an additional OWP selection method to address this problem. A 3-dimensional motion analysis experiment was conducted on 55 adult participants, including both males and females, to acquire gait data. This study analyzed 990 instances of DTW on gait data to examine the occurrence of multiple OWPs with the minimum sum of local costs. We subsequently applied an additional selection method to the multiple OWPs to determine the feasibility of identifying a single OWP. Multiple OWPs through DTW were observed 82 times, accounting for 8.28%. Notably, on the ankle joint of males, the rate was the highest at 11.11%. Cases with two multiple OWPs were the most prevalent at 56.10%, and cases with ten or more multiple OWPs accounted for 19.51%. The additional selection method proposed in this study was applied to the 82 instances in which multiple OWPs occurred. The results demonstrated the ability to identify a unique OWP in all cases. These results hold significance in identifying the shortcomings of conventional OWP selection methods previously employed and proposing solutions. It enhances the reliability, validity, and accuracy of studies utilizing DTW.

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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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