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논문검색

Original Article

Establishing reference criteria for diagnosing normal gait patterns similarity using dynamic time warping

원문정보

Hyun-Seob Lee, Jong-Hoon Park, Dae-Kyoo Kim

한국운동재활학회 JER Vol.21 No.3 2025.06 pp.172-179
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초록

영어

The purpose of this study was to establish reference criteria for evalu-ating gait pattern similarity during normal gait in research using dynam-ic time warping (DTW). For this purpose, the DTW algorithm was imple-mented using the R programming language, and DTW analyses were conducted on normal gait data collected from the ankle, knee, and hip joints via 3-dimensional motion analysis in a sample of 55 healthy par-ticipants. The final optimal warping path identified by DTW was defined as the path having the smallest cumulative perpendicular distance from the diagonal of the cost matrix. DTW analyses were categorized into three groups: (1) same lower-limb within-subject, comparing identical limbs within each participant; (2) same lower-limb between-subjects, comparing identical limbs between different participants; and (3) oppo-site lower-limb within-subject, comparing the left and right limbs within each participant. A generalized linear model was employed to analyze the effects of group and gender. Reference criteria for gait pattern simi-larity are provided as estimated marginal means and 95% confidence intervals according to group and gender for each lower-limb joint during normal gait. Given statistically significant differences among groups, the results underscore the necessity of evaluating not only whether pa-tient gait patterns align within the normal range of healthy individuals but also the similarity between the patient’s own limbs for precise reha-bilitation assessment.

목차

Abstract
INTRODUCTION
MATERIALS AND METHODS
Implementation of the DTW algorithm
Participants
Experiment of 3-dimensional motion analysis
Analysis methods
RESULTS
Descriptive statistics and 95% confidence intervals by group
Difference analysis by group and gender
Reference criteria of normal gait by joint
DISCUSSION
CONFLICT OF INTEREST
ACKNOWLEDGMENTS
REFERENCES

저자정보

  • Hyun-Seob Lee Department of Physical Education, Graduate School of Education, Korea University, Seoul, Korea
  • Jong-Hoon Park Department of Physical Education, Korea University, Seoul, Korea
  • Dae-Kyoo Kim Department of Physical Education, Graduate School of Education, Korea University/Department of Physical Education, Korea University, Seoul, Korea

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