Cyberphysical System With Virtual Reality for Intelligent Motion Recognition and Training

被引:30
|
作者
Hu, Fei [1 ]
Hao, Qi [2 ]
Sun, Qingquan [3 ]
Cao, Xiaojun [4 ]
Ma, Rui [1 ]
Zhang, Ting [5 ]
Patil, Yogendra [1 ]
Lu, Jiang [6 ]
机构
[1] Univ Alabama, Dept Elect & Comp Engn, Tuscaloosa, AL 35486 USA
[2] South Univ Sci & Technol China, Dept Elect Engn, Shenzhen 518055, Peoples R China
[3] Calif State Univ San Bernardino, Dept Comp Sci & Engn, San Bernardino, CA 92407 USA
[4] Georgia State Univ, Dept Comp Sci, Atlanta, GA 30302 USA
[5] Univ Houston Downtown, Dept Comp Sci, Houston, TX 77002 USA
[6] Univ Houston Clear Lake, Dept Comp Engn, Houston, TX 77058 USA
基金
美国国家科学基金会;
关键词
Cyber-physical system (CPS); motion training; virtual reality (VR); wireless sensors; NONNEGATIVE MATRIX FACTORIZATION;
D O I
10.1109/TSMC.2016.2560127
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose to build a comprehensive cyberphysical system (CPS) with virtual reality (VR) and intelligent sensors for motion recognition and training. We use both wearable wireless sensors (such as electrocardiogram, motion sensors) and nonintrusive wireless sensors (such as gait sensors) to monitor the motion training status. We first provide our CPS architecture. Then we focus on motion training from three perspectives: 1) VR-first we introduce how we can use motion capture camera to trace the motions; 2) gait recognition-we have invented low-cost small wireless pyroelectric sensor, which can recognize different gaits through Bayesian pattern learning. It can automatically measure gait training effects; and 3) gesture recognition-to quickly tell what motions the subject is doing, we propose a low-cost, low-complexity motion recognition system with 3-axis accelerometers. We will provide hardware and software design. Our experimental results validate the efficiency and accuracy of our CPS design.
引用
收藏
页码:347 / 363
页数:17
相关论文
共 50 条
  • [1] Virtual Reality Production Training System in the Scope of Intelligent Factory
    Zywicki, Krzysztof
    Zawadzki, Przemyslaw
    Gorski, Filip
    [J]. INTELLIGENT SYSTEMS IN PRODUCTION ENGINEERING AND MAINTENANCE (ISPEM 2017), 2018, 637 : 450 - 458
  • [2] Intelligent driving training simulation system based on virtual reality
    Fan, J
    Xiong, LR
    [J]. 2003 IEEE INTELLIGENT TRANSPORTATION SYSTEMS PROCEEDINGS, VOLS. 1 & 2, 2003, : 27 - 30
  • [3] A Virtual Reality Dance Training System Using Motion Capture Technology
    Chan, Jacky C. P.
    Leung, Howard
    Tang, Jeff K. T.
    Komura, Taku
    [J]. IEEE TRANSACTIONS ON LEARNING TECHNOLOGIES, 2011, 4 (02): : 187 - 195
  • [4] Training birdsong recognition using virtual reality
    Arce-Lopera, Carlos
    Arias, María José
    Corrales, Gustavo
    [J]. Virtual Reality and Intelligent Hardware, 2021, 3 (05): : 397 - 406
  • [5] Training birdsong recognition using virtual reality
    Carlos ARCE-LOPERA
    María José ARIAS
    Gustavo CORRALES
    [J]. 虚拟现实与智能硬件(中英文), 2021, 3 (05) : 397 - 406
  • [6] Employee Training in an Intelligent Factory Using Virtual Reality
    Zawadzki, Przemyslaw
    Zywicki, Krzysztof
    Bun, Pawel
    Gorski, Filip
    [J]. IEEE ACCESS, 2020, 8 : 135110 - 135117
  • [7] Virtual Reality Ear Training System: A study on Spatialised Audio in Interval Recognition
    Fletcher, Connor
    Hulusic, Vedad
    Amelidis, Panos
    [J]. 2019 11TH INTERNATIONAL CONFERENCE ON VIRTUAL WORLDS AND GAMES FOR SERIOUS APPLICATIONS (VS-GAMES), 2019, : 222 - 225
  • [8] Virtual reality system for industrial training
    Martinez Oliveira, David
    Castro Cao, Sandra
    Fernandez Hermida, Xulio
    Martin Rodriguez, Fernando
    [J]. 2007 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, PROCEEDINGS, VOLS 1-8, 2007, : 1715 - 1720
  • [9] A Virtual Reality System for Training Operators
    Patrao, Bruno
    Menezes, Paulo
    [J]. INTERNATIONAL JOURNAL OF ONLINE ENGINEERING, 2013, 9 (09) : 53 - 55
  • [10] Design and application of intelligent virtual reality system
    Jiang, Li
    Feng, Xiang-Long
    [J]. ICAT 2006: 16TH INTERNATIONAL CONFERENCE ON ARTIFICIAL REALITY AND TELEXISTENCE - WORSHOPS, PROCEEDINGS, 2006, : 89 - +