A Wearable Finger-Tapping Motion Recognition System Using Biodegradable Piezoelectric Film Sensors

被引:3
|
作者
Jomyo, Shumma [1 ]
Furui, Akira [1 ]
Matsumoto, Tatsuhiko [2 ]
Tsunoda, Tomomi [1 ,2 ]
Tsuji, Toshio [1 ]
机构
[1] Hiroshima Univ, Grad Sch Adv Sci & Engn, Hiroshima 7398527, Japan
[2] Murata Mfg Co Ltd, Kyoto 6178555, Japan
关键词
D O I
10.1109/EMBC46164.2021.9630643
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In this paper, we aimed to develop a method for the automatic recognition of individual finger-tapping motion. Biodegradable piezoelectric film sensors were attached to the skin of a forearm near the wrist (16 channels) to measure small movements of the tendons during five-finger tapping. In the proposed method, the segments in which motion occurred were detected by calculating the total activity for all channels. A neural network is trained to classify tapping motion using the extracted data based on the total activity, thereby allowing the accurate classification of flexion/extension of each finger. We collected experimental data from five healthy young adults to verify the motion recognition accuracy of the proposed method. The results revealed that the proposed method can recognize five-finger tapping motions with high accuracy (flexion/extension of each finger: 92.0%; time-series tapping motion: 88.4%).
引用
收藏
页码:6982 / 6986
页数:5
相关论文
共 50 条
  • [41] Lightweight Football Motion Recognition and Intensity Analysis Using Low-Cost Wearable Sensors
    Xie, Qian
    Jin, Ning
    Lu, Shanshan
    APPLIED BIONICS AND BIOMECHANICS, 2023, 2023
  • [42] A wearable Braille reader using a soft piezoelectric film
    Miyata, Kaoru
    Tanaka, Mami
    Nishizawa, Tatsuo
    Chonan, Seiji
    FUTURE MEDICAL ENGINEERING BASED ON BIONANOTECHNOLOGY, PROCEEDINGS, 2006, : 1071 - +
  • [43] Piezoelectric sensors using rubber sensing film
    Hohkawa, Kohji
    Kaneko, Atusi
    Koh, Keishin
    Suzuki, Hiroji
    Komine, Kenji
    Eguchi, Tomohiro
    Japanese Journal of Applied Physics, Part 1: Regular Papers & Short Notes & Review Papers, 1998, 37 (5 B): : 2836 - 2841
  • [44] Piezoelectric sensors using rubber sensing film
    Hohkawa, K
    Kaneko, A
    Koh, K
    Suzuki, H
    Komine, K
    Eguchi, T
    JAPANESE JOURNAL OF APPLIED PHYSICS PART 1-REGULAR PAPERS SHORT NOTES & REVIEW PAPERS, 1998, 37 (5B): : 2836 - 2841
  • [45] Wearable Piezoelectric Sensors Based on BaTiO3 Films for Sarcopenia Recognition
    Han, Shulang
    Zeng, Qinghao
    Liang, Ying
    Xiao, Qing
    Chen, Yu
    Yan, Fei
    Xiong, Yan
    Yue, Jirong
    Tian, Xiaobao
    ADVANCED MATERIALS TECHNOLOGIES, 2024, 9 (12)
  • [46] The Elderly's Falling Motion Recognition Based on Kinect and Wearable Sensors
    Pang Nana
    Min, Dong
    Yue, Zhao
    Xin, Chen
    Sheng, Bi
    INTELLIGENT AUTONOMOUS SYSTEMS 14, 2017, 531 : 1129 - 1141
  • [47] Wearable Flexible Optical Fiber Sensors for Human Motion Intention Recognition
    Liu, Dong
    Zhang, Yuxuan
    Peng, Nian
    Liu, Haojie
    Meng, Wei
    Liu, Quan
    2023 29TH INTERNATIONAL CONFERENCE ON MECHATRONICS AND MACHINE VISION IN PRACTICE, M2VIP 2023, 2023,
  • [48] Swimming Motion Analysis and Posture Recognition Based on Wearable Inertial Sensors
    Wang, Zhelong
    Shi, Xin
    Wang, Jiaxin
    Gao, Fengshan
    Li, Jie
    Guo, Ming
    Zhao, Hongyu
    Qiu, Sen
    2019 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC), 2019, : 3371 - 3376
  • [49] Transportation Mode Recognition Fusing Wearable Motion, Sound, and Vision Sensors
    Richoz, Sebastien
    Wang, Lin
    Birch, Philip
    Roggen, Daniel
    IEEE SENSORS JOURNAL, 2020, 20 (16) : 9314 - 9328
  • [50] Development of Wearable Motion Capture System Using Fiber Bragg Grating Sensors for Measuring Arm Motion
    Jang, Minsu
    Kim, Jun Sik
    Kang, Kyurnin
    Urn, Soong Ho
    Yang, Sungwook
    Kim, Jinseok
    2019 26TH IEEE CONFERENCE ON VIRTUAL REALITY AND 3D USER INTERFACES (VR), 2019, : 994 - 995