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
  • [1] Smart Walking Stick Design For Blind People
    Akbay, Cansu
    Kilic, Seyma
    Kaya, Serife
    Unsal, Hamza
    Sen, Elif Hilal
    [J]. 2022 MEDICAL TECHNOLOGIES CONGRESS (TIPTEKNO'22), 2022,
  • [2] Microcontroller Based Smart Walking Stick for Visually Impaired People
    Ikbal, Md. Allama
    Rahman, Faidur
    Kabir, M. Hasnat
    [J]. 2018 4TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATION & COMMUNICATION TECHNOLOGY (ICEEICT), 2018, : 255 - 259
  • [3] The Contribution of Gait Speed and Gait Variability to Accuracy of Pedometers in People with Walking Disabilities
    Manns, Patricia J.
    Orchard, Jeffrey
    [J]. MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2006, 38 (05): : S502 - S502
  • [4] Smart Stick for Elderly
    Boppana, Lakshmi
    Jain, Vishal
    Kishore, Ravi
    [J]. 2019 INTERNATIONAL CONFERENCE ON INTERNET OF THINGS (ITHINGS) AND IEEE GREEN COMPUTING AND COMMUNICATIONS (GREENCOM) AND IEEE CYBER, PHYSICAL AND SOCIAL COMPUTING (CPSCOM) AND IEEE SMART DATA (SMARTDATA), 2019, : 259 - 266
  • [5] Energetics of Walking in Elderly People: Factors Related to Gait Speed
    Fiser, Wesley M.
    Hays, Nicholas P.
    Rogers, Sarah Clary
    Kajkenova, Oumitana
    Williams, Ann Elizabeth
    Evans, Christopher M.
    Evans, William J.
    [J]. JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES, 2010, 65 (12): : 1332 - 1337
  • [6] Smart Walking Stick for Blind People: An application of 3D printer
    Ikbal, Md. Allama
    Rahman, Faidur
    Ali, Md. Ripon
    Kabir, M. Hasnat
    Furukawa, Hidemitsu
    [J]. NANOSENSORS, BIOSENSORS, INFO-TECH SENSORS AND 3D SYSTEMS 2017, 2017, 10167
  • [7] Gait Analysis using a smart Rollator: A Validation Study for the elderly People with Mobility Impairments
    Werner, C.
    Chalvatzaki, G.
    Papageorgiou, X. S.
    Tzafestas, C. S.
    Bauer, J. M.
    Hauer, K.
    [J]. ZEITSCHRIFT FUR GERONTOLOGIE UND GERIATRIE, 2019, 52 : S155 - S155
  • [8] A Machine Learning Approach for Walking Classification in Elderly People with Gait Disorders
    Peimankar, Abdolrahman
    Winther, Trine Straarup
    Ebrahimi, Ali
    Wiil, Uffe Kock
    [J]. SENSORS, 2023, 23 (02)
  • [9] Walking gait stability in young and elderly people and improvement of walking stability using optimal cadence
    Arif, M
    Ohtaki, Y
    Ishihara, T
    Inooka, H
    [J]. MHS2002: PROCEEDINGS OF THE 2002 INTERNATIONAL SYMPOSIUM ON MICROMECHATRONICS AND HUMAN SCIENCE, 2002, : 245 - 251
  • [10] Smart Stick for Blind People
    Loganathan, N.
    Lakshmi, K.
    Chandrasekaran, N.
    Cibisakaravarthi, S. R.
    Priyanga, R. Hari
    HarshaVarthini, K.
    [J]. 2020 6TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING AND COMMUNICATION SYSTEMS (ICACCS), 2020, : 65 - 67