A Smart Walking Stick for Gait Analysis of Elderly and People With Disabilities

被引:2
|
作者
Zhou, Jing-Long [1 ]
Li, Wen-Feng [1 ]
Zhang, Qiang [1 ]
Xie, Fei [1 ]
Wang, Qi [1 ]
机构
[1] Wuhan Univ Technol, Sch Transportat & Logist Engn, Wuhan 430063, Peoples R China
关键词
Sensors; Legged locomotion; Older adults; Inertial sensors; Transportation; Logistics; Intelligent sensors; Smart walking stick; gait analysis; attitude sensor; attitude algorithm; optimal state estimate; DESIGN; FUSION;
D O I
10.1109/JSEN.2022.3161992
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Human gait analysis is of considerable significance in the assessment of a user's movement status, abnormality warning and rehabilitation training. In this study, a smart walking stick (SWS) system is developed based on a single 9-axis attitude sensor for gait analysis of the elderly, people with disabilities, and other relevant users. The attitude of the SWS is solved by constructing an error vector of gravitational acceleration as an input to the angular velocity PID algorithm correction. An extended Kalman filter algorithm is used to make an optimal state estimate of the Euler angle. On the basis of such means, a threshold-based approach is adopted to binarize the angle of the SWS and divide the gait cycle, so as to combine the acceleration of the user's movement and obtain information about the user's gait, including the number of steps, stride duration, step length and step speed. The experimental results reveal that the accuracy of the number of steps can reach 100%, and the average error of stride duration, step length and step speed are 0.01 +/- 0.07s, -0.72 +/- 5.22cm and 0.75 +/- 3.74cm/s, respectively, with an average accuracy of 96.43%, 95.20% and 94.45%, respectively.
引用
收藏
页码:9035 / 9045
页数:11
相关论文
共 50 条
  • [41] Design and Implementation of a Walking Stick Aid for Visually Challenged People
    Sahoo, Nilima
    Lin, Hung-Wei
    Chang, Yeong-Hwa
    [J]. SENSORS, 2019, 19 (01)
  • [42] SMART ELECTRONIC STICK FOR BLIND PEOPLE: AN IOT APPLICATION
    Sudhakar, Ch
    Rao, N. Thirupathi
    Bhattacharyya, Debnath
    [J]. INTERNATIONAL JOURNAL OF SECURITY AND ITS APPLICATIONS, 2019, 13 (01): : 1 - 10
  • [43] Gait Analysis of Elderly and Young People Based on Joint Angles and Positions
    Saga, Mizuki
    Saga, Norihiko
    [J]. Applied Sciences (Switzerland), 2024, 14 (21):
  • [44] The influence of gait speed on the stability of walking among the elderly
    Fan, Yifang
    Li, Zhiyu
    Han, Shuyan
    Lv, Changsheng
    Zhang, Bo
    [J]. GAIT & POSTURE, 2016, 47 : 31 - 36
  • [45] Muscle-dependent deterioration of walking gait in the elderly
    Okada, M
    Kim, JD
    Kuno, S
    Adachi, K
    [J]. ANTHROPOLOGICAL SCIENCE, 2003, 111 (01) : 119 - 119
  • [46] Managing Intelligent Services for People with Disabilities and Elderly People
    Abascal, Julio
    Bonail, Borja
    Gardeazabal, Luis
    Lafuente, Alberto
    Salvador, Zigor
    [J]. UNIVERSAL ACCESS IN HUMAN-COMPUTER INTERACTION, PT II, PROCEEDINGS: INTELLIGENT AND UBIQUITOUS INTERACTION ENVIRONMENTS, 2009, 5615 : 623 - +
  • [47] Characteristics of Gait Variability in the Elderly While Walking on a Treadmill with Gait Speed Variation
    Kim, Bohyun
    Youm, Changhong
    Park, Hwayoung
    Lee, Myeounggon
    Noh, Byungjoo
    [J]. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2021, 18 (09)
  • [48] Design and development of a smart blind walking stick using machine learning
    Hingorani V.V.
    Mukherjee D.
    Sharma K.
    Mani G.
    Monica Subashini M.
    Stonier A.A.
    [J]. Journal of Medical Engineering and Technology, 2022, 46 (04): : 335 - 340
  • [49] Walking analysis of young and elderly people by using an intelligent walker ANG
    Wang, Ting
    Merlet, Jean-Pierre
    Sacco, Guillaume
    Robert, Philippe
    Turpin, Jean-Michel
    Teboul, Bernard
    Marteu, Audrey
    Guerin, Olivier
    [J]. ROBOTICS AND AUTONOMOUS SYSTEMS, 2016, 75 : 96 - 106
  • [50] Temporospatial analysis: Gait characteristics of young adults and the elderly in turning while walking COMMENTARY
    Said, Catherine M.
    Batchelor, Frances
    [J]. INTERNATIONAL JOURNAL OF THERAPY AND REHABILITATION, 2015, 22 (03): : 134 - 134