Gait Symmetry Analysis Based on Dynamic Time Warping

被引:11
|
作者
Blazkiewicz, Michalina [1 ]
Lann Vel Lace, Karol [1 ]
Hadamus, Anna [2 ]
机构
[1] Jozef Pilsudski Univ Phys Educ Warsaw, Dept Physiotherapy, PL-00809 Warsaw, Poland
[2] Med Univ Warsaw, Fac Med Sci, Dept Rehabil, PL-02091 Warsaw, Poland
来源
SYMMETRY-BASEL | 2021年 / 13卷 / 05期
关键词
Dynamic Time Warping; kinematic; kinetic; walker boot; ankle-foot orthosis; gait; biomechanics; SIMILARITY; FIXATION; DISEASES; WALKING;
D O I
10.3390/sym13050836
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Gait deviations may negatively affect the articular surfaces of the lower extremity joints and lead to some minor degenerative changes. The simplest method for gait evaluation is to assess the symmetry of its parameters, assuming that each undisturbed gait should be symmetrical. This study aims to quantify the degree of asymmetry of kinematic and kinetic parameters caused by the presence of different ankle orthosis settings using Dynamic Time Warping (DTW). Methods: Barefoot gait and gait with four different walker settings were investigated in eighteen healthy persons. Kinematic and kinetic parameters were measured using the Vicon system and Kistler plates. Symmetry was assessed using the DTW method. Results: It was shown that the presence of different ankle orthosis settings significantly disturbs the symmetry of all lower limb kinematic parameters and only knee and hip torques. The highest values of asymmetry were noted for the walker set at 15 degrees of dorsiflexion (15DF). Conclusions: The DTW method allowed us to quantify the degree of asymmetry throughout the gait cycle in relation to barefoot walking. Our results suggest that each orthosis position analysed in this study fulfills its protective function, but gait 15DF can lead to the overload of knee and hip joints.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] Accurate Symmetry Calculation with Normalized Dynamic Time Warping Gait Symmetry Ratio
    Steinmetzer, Tobias
    Bonninger, Ingrid
    Travieso-Gonzalez, Carlos M.
    [J]. UNICIENCIA, 2022, 36 (01)
  • [2] A method for selecting the optimal warping path of dynamic time warping in gait analysis
    Lee, Hyun-Seob
    Lee, Jae-Hyun
    Kim, Kyung-Ryur
    [J]. JOURNAL OF EXERCISE REHABILITATION, 2024, 20 (01) : 42 - 48
  • [3] Normalization and possibility of classification analysis using the optimal warping paths of dynamic time warping in gait analysis
    Lee, Hyun-Seob
    [J]. JOURNAL OF EXERCISE REHABILITATION, 2023, 19 (01) : 85 - 91
  • [4] Gait recognition using dynamic time warping
    Boulgouris, NV
    Plataniotis, KN
    Hatzinakos, D
    [J]. 2004 IEEE 6TH WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING, 2004, : 263 - 266
  • [5] Segmentation Method of Dairy Cattle Gait Based on Improved Dynamic Time Warping Algorithm
    Su, Lide
    Zhang, Yong
    Wang, Jian
    Yin, Yu
    Zong, Zheying
    Gong, Caili
    [J]. Nongye Jixie Xuebao/Transactions of the Chinese Society for Agricultural Machinery, 2020, 51 (07): : 52 - 59
  • [6] Application of dynamic time warping algorithm for pattern similarity of gait
    Lee, Hyun-Seob
    [J]. JOURNAL OF EXERCISE REHABILITATION, 2019, 15 (04) : 526 - 530
  • [7] Walking stability analysis by age based on Dynamic Time Warping
    Zhang, Bofeng
    Yan, Ke
    Jiang, Susu
    Wei, Daming
    [J]. 2008 IEEE 8TH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION TECHNOLOGY, VOLS 1 AND 2, 2008, : 544 - +
  • [8] FEATURE BASED DYNAMIC TIME WARPING
    Ying Xie
    Li Fangping
    [J]. PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER THEORY AND ENGINEERING (ICACTE 2009), VOLS 1 AND 2, 2009, : 1785 - 1792
  • [9] Time Series Clustering Based on Dynamic Time Warping
    Wang, Weizeng
    Lyu, Gaofan
    Shi, Yuliang
    Liang, Xun
    [J]. PROCEEDINGS OF 2018 IEEE 9TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE (ICSESS), 2018, : 487 - 490
  • [10] A Dynamic Time Warping Algorithm Based Analysis of Pedestrian Shockwaves at Bottleneck
    Sun, Lishan
    Gong, Qingsheng
    Yao, Liya
    Luo, Wei
    Zhang, Tianqi
    [J]. JOURNAL OF ADVANCED TRANSPORTATION, 2018,