A Novel Human Motion Tracking Approach Based on a Wireless Sensor Network

被引:1
作者
Zhang, Sen [1 ]
Xiao, Wendong [1 ]
Gong, Jun [2 ]
Yin, Yixin [1 ]
机构
[1] Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China
[2] Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Coll Informat Sci & Engn, Shenyang 110819, Peoples R China
来源
INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS | 2013年
关键词
VISUAL SURVEILLANCE;
D O I
10.1155/2013/636052
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a human motion tracking approach for a daily life surveillance in a distributed wireless sensor network using ultrasonic range sensors. Because the human target often moves with high nonlinearity, the proposed approach applies the unscented Kalman filter (UKF) technique. A novel sensor node selection scheme at each time step considering both the tracking accuracy and the energy cost is presented. Experimental results in a real human motion tracking system show that the proposed approach can perform better tracking accuracy compared to the most recent human motion tracking scheme in the real testbed implementation.
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收藏
页数:7
相关论文
共 13 条
  • [1] Tracking human motion in structured environments using a distributed-camera system
    Cai, Q
    Aggarwal, JK
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (11) : 1241 - 1247
  • [2] Di L, 2004, P AMER CONTR CONF, P5381
  • [3] Human tracking with wireless distributed pyroelectric sensors
    Hao, Qi
    Brady, David J.
    Guenther, Bob D.
    Burchett, John B.
    Shankar, Mohan
    Feller, Steve
    [J]. IEEE SENSORS JOURNAL, 2006, 6 (06) : 1683 - 1696
  • [4] A survey on visual surveillance of object motion and behaviors
    Hu, WM
    Tan, TN
    Wang, L
    Maybank, S
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2004, 34 (03): : 334 - 352
  • [5] Jannett T. C., 2012, P IEEE RAD WIR S SAN
  • [6] Luo Z. X., 2012, P IEEE SOUTH ORL FLA
  • [7] Mallick M., 2006, IEEE International Conference on Information Fusion, P1
  • [8] Interacting multiple model methods in target tracking: A survey
    Mazor, E
    Averbuch, A
    Bar-Shalom, Y
    Dayan, J
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1998, 34 (01) : 103 - 123
  • [9] Mittal A, 2002, LECT NOTES COMPUT SC, V2350, P18
  • [10] Toh YK, 2007, PROCEEDINGS OF THE 2007 INTERNATIONAL CONFERENCE ON INTELLIGENT SENSORS, SENSOR NETWORKS AND INFORMATION PROCESSING, P257