Intelligent wheelchair system based on s EMG and head gesture

被引:0
|
作者
Zhang Yi
Feng Xiaolin
Luo Yuan
机构
[1] National Engineering Research and Development Center for Information Accessibility
[2] Chongqing University of Posts and
关键词
D O I
暂无
中图分类号
学科分类号
摘要
Because the single channel surface electromyographic(s EMG) signals easily caused a complex operation during the real-time operation, an intelligent wheelchair system based on s EMG and head gesture was proposed in this paper. A distributed parallelly decision fusion algorithm fused classification results of the two signals to form a final judgment. After s EMG was decomposed by wavelet packet, feature information of some subspace was weaken, because subspace dimension was very large. To solve the problem, the paper proposed an improved wavelet packet decomposition algorithm, which extracted sample entropy from four subspaces of improved wavelet packet decomposition and took it as the feature information. Experimental results show that the intelligent wheelchair system based on s EMG and head gesture has not only a simple operation and shorter operating time, but also a better stability and security.
引用
下载
收藏
页码:74 / 80+95 +95
页数:8
相关论文
共 50 条
  • [21] Deep Learning Based Gesture Recognition and Its Application in Interactive Control of Intelligent Wheelchair
    Zhou, Xingqun
    Wang, Fei
    Wang, Jianhui
    Wang, Yufan
    Yan, Junlang
    Zhou, Guilin
    INTELLIGENT ROBOTICS AND APPLICATIONS, ICIRA 2019, PT I, 2019, 11740 : 547 - 557
  • [22] EMG-based hand gesture control system for robotics
    Moron, Jonathan
    DiProva, Thomas
    Cochrane, John Reaser
    Ahn, In Soo
    Lu, Yufeng
    2018 IEEE 61ST INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2018, : 664 - 667
  • [23] Intelligent Wheelchair System Based on Collaborative Kansei Engineering
    Zhou, Tie
    Yang, Yong
    MANUFACTURING ENGINEERING AND AUTOMATION I, PTS 1-3, 2011, 139-141 : 1793 - +
  • [24] Low Cost Head Gesture Controlled Wheelchair for Quadriplegic Patients
    Anitha, A.
    Dharshini, N.
    Ravali, B. Raga
    Chaurasia, Shriya
    Christina, G.
    INTERNATIONAL CONFERENCE ON INTELLIGENT DATA COMMUNICATION TECHNOLOGIES AND INTERNET OF THINGS, ICICI 2018, 2019, 26 : 1425 - 1435
  • [26] Non-contact Head Gesture Maneuvering System for Electric Wheelchair using a Depth Sensor
    Ohtsuka, Hirofumi
    Kato, Tatsuya
    Shibasato, Koki
    Kashimoto, Takahiro
    2015 9TH INTERNATIONAL CONFERENCE ON SENSING TECHNOLOGY (ICST), 2015, : 98 - 103
  • [27] Multi-modality - EMG and Visual Based Hands-Free Control of an Intelligent Wheelchair
    Wei, Lai
    Hu, Huosheng
    INTELLIGENT ROBOTICS AND APPLICATIONS, PT II, 2010, 6425 : 659 - 670
  • [28] Surface EMG hand gesture recognition system based on PCA and GRNN
    Jinxian Qi
    Guozhang Jiang
    Gongfa Li
    Ying Sun
    Bo Tao
    Neural Computing and Applications, 2020, 32 : 6343 - 6351
  • [29] Surface EMG hand gesture recognition system based on PCA and GRNN
    Qi, Jinxian
    Jiang, Guozhang
    Li, Gongfa
    Sun, Ying
    Tao, Bo
    NEURAL COMPUTING & APPLICATIONS, 2020, 32 (10): : 6343 - 6351
  • [30] EMG-Based Gesture Recognition System and Its Hardware Implementation
    Wang, Congjie
    Wang, Shizhen
    Zhao, Xuechen
    Fang, Junxi
    Zhang, Mingyuan
    2021 2ND INTERNATIONAL CONFERENCE ON BIG DATA & ARTIFICIAL INTELLIGENCE & SOFTWARE ENGINEERING (ICBASE 2021), 2021, : 420 - 428