AI Article Synopsis

  • The study investigates dynamic time warping (DTW) in analyzing gait data and reveals that multiple optimal warping paths (OWPs) can exist with minimal local costs.
  • A 3D motion analysis was conducted with 55 participants, leading to 990 DTW instances, revealing that 82 of these instances featured multiple OWPs, particularly visible in male ankle joints.
  • An additional selection method for determining unique OWPs was successfully applied, indicating its potential to improve the accuracy and effectiveness of DTW in research.

Article Abstract

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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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10902693PMC
http://dx.doi.org/10.12965/jer.2346580.290DOI Listing

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Article Synopsis
  • The study investigates dynamic time warping (DTW) in analyzing gait data and reveals that multiple optimal warping paths (OWPs) can exist with minimal local costs.
  • A 3D motion analysis was conducted with 55 participants, leading to 990 DTW instances, revealing that 82 of these instances featured multiple OWPs, particularly visible in male ankle joints.
  • An additional selection method for determining unique OWPs was successfully applied, indicating its potential to improve the accuracy and effectiveness of DTW in research.
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The development opportunities and high-performance capacity of offshore wind energy project depends on the selection of the suitable offshore wind power station (OWPS) location. The present study aims to introduce a decision-making model for assessing the locations for OWPS from multiple criteria and uncertainty perspectives. In this regard, the concept of interval-valued intuitionistic fuzzy set (IVIFS) is utilized to express uncertain information.

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