Cyberphysical System With Virtual Reality for Intelligent Motion Recognition and Training

被引:31
|
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
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2017年 / 47卷 / 02期
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
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