Human-computer Interaction System Design Based on Surface EMG Signals

被引:0
|
作者
Li, Han [1 ]
Chen, Xi [1 ]
Li, Pengfei [1 ]
机构
[1] Beijing Inst Technol, Natl Key Lab Mech Engn & Control, Beijing 100081, Peoples R China
关键词
surface EMG; AR model; human-computer interaction;
D O I
暂无
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
Surface electromyography signals (SEMG) aquisition is a kind of multi-channel non-invasive detection method. In this paper, we designed a human-computer interaction system based on the multi-channel SEMG of hand motions. The system detects the forearm muscle multi-channel SEMG, the AR model is established to extract the signal eigenvalue and the artificial neural network classifier (BP) is utilized to distinguish the four different gestures that the results of pattern recognition are applied as the quad copter control signals. At last, the results of pattern recognition are used as control signal of aircraft to complete real-time interactive process.
引用
收藏
页码:94 / 98
页数:5
相关论文
共 50 条
  • [31] Design and Optimization of Human-Computer Interaction System for Education Management Based on Artificial Intelligence
    Liu Y.
    International Journal of Interactive Mobile Technologies, 2024, 18 (07): : 107 - 124
  • [32] Design of Human-Computer Interaction Control System Based on Hand-Gesture Recognition
    Wang Zhi-heng
    Cao Jiang-tao
    Liu Jin-guo
    Zhao Zi-qi
    2017 32ND YOUTH ACADEMIC ANNUAL CONFERENCE OF CHINESE ASSOCIATION OF AUTOMATION (YAC), 2017, : 143 - 147
  • [33] Visual Design of Computer Human-Computer Interaction Interface Based on Wireless Network
    Gu, Yan
    Gu, Wanli
    Wang, Qi
    Kim, Duk-Hwan
    Engineering Intelligent Systems, 2024, 32 (03): : 267 - 275
  • [34] Multi-Step EMG Classification Algorithm for Human-Computer Interaction
    Ren, Peng
    Barreto, Armando
    Adjouadi, Malek
    INNOVATIONS IN COMPUTING SCIENCES AND SOFTWARE ENGINEERING, 2010, : 183 - 188
  • [35] Human-computer Interaction System Based On Binocular Stereo Vision
    Liao Guangjun
    Hu Yueming
    Li Zhifu
    Wu Xuedong
    PROCEEDINGS OF THE 31ST CHINESE CONTROL CONFERENCE, 2012, : 3640 - 3644
  • [36] A Dialogue-Based Interaction System for Human-Computer Interfaces
    Bel-Enguix, G.
    Dediu, A. H.
    Jimenez-Lopez, M. D.
    HUMAN-COMPUTER SYSTEMS INTERACTION: BACKGROUNDS AND APPLICATIONS, 2009, 60 : 55 - 65
  • [37] Study on Personality of Human-Computer Interaction System Based on the LAN
    Qian, Xianyi
    Wang, Xianjun
    Zhang, Jiansheng
    PROCEEDINGS OF THE 2008 INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN, VOL 2, 2008, : 300 - 303
  • [38] Algorithms for classification of a single channel EMG signal for human-computer interaction
    Lukyanchikov, Andrei
    Melnikov, Alexei
    Lukyanchikov, Oleg
    7TH SEMINAR ON INDUSTRIAL CONTROL SYSTEMS: ANALYSIS, MODELING AND COMPUTING (ICS 2018), 2018, 18
  • [39] Human-computer interaction: Psychology as a science of design
    Carroll, JM
    ANNUAL REVIEW OF PSYCHOLOGY, 1997, 48 : 61 - 83
  • [40] Design for Natural and Intuitive Interaction Touch-Based Human-Computer Interaction
    Zhang, Chong
    Yu, Yonghai
    Xu, Bing
    Liu, Qiong
    ICOD 2010: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON OPTIMIZATION DESIGN, 2010, : 123 - 126