Author: He, Yufan
Title: Gait classification and center of pressure dynamic trajectory in individuals with unilateral transfemoral amputation
Advisors: Kobayashi, Toshiki (BME)
Degree: M.Sc.
Year: 2024
Subject: Leg -- Amputation
Amputees -- Rehabilitation
Gait in humans -- Analysis
Hong Kong Polytechnic University -- Dissertations
Department: Department of Biomedical Engineering
Pages: xiv, 83 pages : color illustrations
Language: English
Abstract: Lower limb amputees, particularly those with unilateral transfemoral amputations (uTFA), often exhibit gait asymmetry. Various factors contribute to this asymmetry, encompassing muscle strength, personal habits, prosthesis utilization, psychological factors, and more. This study aimed to explore gait classification among uTFA individuals in the first part and analyze dynamic changes in the center of pressure (COP) during walking in the second part. The study comprised 24 participants, including 12 uTFA individuals and 12 age-matched non-disabled controls. Spatiotemporal gait data and vertical ground reaction force (vGRF) data were gathered through an instrumented treadmill.
The first part of the research involved assessing the significance of features that differentiate uTFA individuals from non-disabled individuals using random forests. Subsequently, k-means clustering was applied within the uTFA group. The analysis identified three clusters as the optimal grouping, determined through silhouette score and elbow method. Each cluster displayed distinctive gait patterns: C1 exhibited low symmetry within minimal single limb support duration time (p = 0.04, C1: 22.68 ±1.68%, C2: 28.74 ± 1.33%, C3: 26.02 ± 3.54%), C2 demonstrated the highest symmetry with the longest stride length (p = 0.01, C1: 66.85 ± 10.29 cm, C2: 87.58 ± 7.95 cm, C3: 59.45 ± 9.18 cm), and C3 featured the highest cadence (p = 0.03, C1: 76.41 ± 6.09 steps/min, C2: 79.83 ± 13.70 steps/min, C3: 98.87 ± 3.04 steps/min), the shortest stride length, and moderate symmetry.
In the second part, gait and COP parameters of the control (right) limb (CL) of the non-disabled individuals, the prosthetic limb (PL), and the intact limb (IL) of the uTFA individuals were compared. The analysis revealed a notable medial displacement in the COP trajectory during the loading response (p = 0.04, CL: 13.22 ± 8.95 mm, IL: 20.50 ± 8.82 mm, PL: 10.61 ± 8.90 mm), followed by an increase in lateral displacement during the subsequent single limb support phase. Furthermore, differences in forward COP speed were observed, particularly significant during the loading response (p = 0.04, CL: 117.43 ± 34.49%, IL: 184.16 ± 67.10%, PL: 133.05 ± 46.65%) and single limb support phases (p < 0.01, CL: 15.32 ± 6.46%, IL: -4.12 ± 9.40%, PL: 22.89 ± 8.37%).
In summary, these findings indicate that uTFA individuals have adapted their gait to enhance weight transfer, balance control, and overall gait stability. This study offers valuable insights into comprehending the gait classification and dynamics of uTFA individuals. Furthermore, it underscores the significance of enhancing prosthetic design, alignment techniques, and rehabilitation programs to improve gait patterns and mitigate injury risks stemming from compensatory movements.
Rights: All rights reserved
Access: restricted access

Files in This Item:
File Description SizeFormat 
7414.pdfFor All Users (off-campus access for PolyU Staff & Students only)2.31 MBAdobe PDFView/Open


Copyright Undertaking

As a bona fide Library user, I declare that:

  1. I will abide by the rules and legal ordinances governing copyright regarding the use of the Database.
  2. I will use the Database for the purpose of my research or private study only and not for circulation or further reproduction or any other purpose.
  3. I agree to indemnify and hold the University harmless from and against any loss, damage, cost, liability or expenses arising from copyright infringement or unauthorized usage.

By downloading any item(s) listed above, you acknowledge that you have read and understood the copyright undertaking as stated above, and agree to be bound by all of its terms.

Show full item record

Please use this identifier to cite or link to this item: https://theses.lib.polyu.edu.hk/handle/200/12935