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Original Article

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

첫 페이지 보기
  • 발행기관
    한국운동재활학회 바로가기
  • 간행물
    JER SCOPUS KCI 등재 바로가기
  • 통권
    Vol.20 No.1 (2024.02)바로가기
  • 페이지
    pp.42-48
  • 저자
    Hyun-Seob Lee, Jae-Hyun Lee, Kyung-Ryur Kim
  • 언어
    영어(ENG)
  • URL
    https://www.earticle.net/Article/A446101

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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

키워드

Dynamic time warping Gait Optimal warping path Multiple 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

참고문헌

자료제공 : 네이버학술정보

간행물 정보

발행기관

  • 발행기관명
    한국운동재활학회 [Korean Society of Exercise Rehabilitation]
  • 설립연도
    2004
  • 분야
    의약학>재활의학
  • 소개
    한국운동재활학회는 사회적, 정신적, 신체적 통합건강복지 이론의 학술연구와 회원 상호간 학술교류 증진을 장려함으로써 학문적 발전을 도모하고 나아가 건강복지선진국 발전에 이바지함을 목적으로 한다.

간행물

  • 간행물명
    JER [Journal of Exercise Rehabilitation]
  • 간기
    격월간
  • pISSN
    2288-176X
  • eISSN
    2288-1778
  • 수록기간
    2013~2026
  • 등재여부
    SCOPUS,KCI 등재
  • 십진분류
    KDC 517 DDC 613

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