earticle

논문검색

Original Article

A method for selecting the optimal warping path of dynamic time warping in gait analysis

원문정보

Hyun-Seob Lee, Jae-Hyun Lee, Kyung-Ryur Kim

한국운동재활학회 JER Vol.20 No.1 2024.02 pp.42-48
피인용수 : 0(자료제공 : 네이버학술정보)

초록

영어

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

저자정보

  • 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

참고문헌

자료제공 : 네이버학술정보

    함께 이용한 논문

      ※ 기관로그인 시 무료 이용이 가능합니다.

      • 4,000원

      0개의 논문이 장바구니에 담겼습니다.