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 addi-tional OWP selection method to address this problem. A 3-dimensional motion analysis experiment was conducted on 55 adult participants, in-cluding both males and females, to acquire gait data. This study ana-lyzed 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 deter-mine 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.
목차
Abstract INTRODUCTION MATERIALS AND METHODS Participants 3D motion analysis experiment Selection method of OWP RESULTS DISCUSSION CONFLICT OF INTEREST ACKNOWLEDGMENTS REFERENCES
키워드
Dynamic time warpingGaitOptimal warping pathMultiple optimal warping paths
저자
Hyun-Seob Lee [ Department of Physical Education, Graduate School of Education, Korea University, Seoul, Korea ]
Jae-Hyun Lee [ Department of Sports Science, Chungnam National University, Daejeon, Korea ]
Kyung-Ryur Kim [ Department of Sports Science, Hankyong National University, Anseong, Korea ]
Corresponding Author