A novel algorithm for node localization and motion analysis in wireless sensor networks

被引:0
作者
Li, Shancang [1 ]
Zhang, Deyun [1 ]
Yang, Zhenyu [1 ]
Chang, Ningning [2 ]
机构
[1] Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian 710049, Shaanxi, Peoples R China
[2] Chinese Acad Sci, Shanghai Inst Tech Phys, Shanghai 200083, Peoples R China
来源
2006 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING, VOLS 1 AND 2 | 2006年
关键词
localization; TMA; wireless sensor networks; extended Kalman Filter; MLE;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Accurate, distributed localization and motion analysis algorithms are needed for a variety of mobile wireless sensor network applications. The research on mobile nodes localization and motion analysis in real time will continue to grow as sensor networks are deployed in large numbers and as applications become more varied. In this paper, we introduce a localization and motion analysis parameter estimation algorithm in mobile wireless sensor networks by using pseudo-linear-Kalman Filtering, maximum likelihood estimator (MOLE) and extended Kalman Filter (EKF) techniques. The Cramer-Rao bound (CRB) is also given in this study. Simulations show that the algorithm performs well even with noisy RSS and TOA estimates in the sensors. We apply MLE, EKF and the EKF-based estimator to demonstrate the best bias and variance performance, but the algorithm may not be robust for all random sensor deployments.
引用
收藏
页码:574 / +
页数:2
相关论文
共 9 条
  • [1] Wireless sensor networks: a survey
    Akyildiz, IF
    Su, W
    Sankarasubramaniam, Y
    Cayirci, E
    [J]. COMPUTER NETWORKS, 2002, 38 (04) : 393 - 422
  • [2] [Anonymous], 2005, WIRELESS SENSOR NETW
  • [3] CEVHER V, 2001, FED LAB S ADV SE MAR, P51
  • [4] Source localization and beamforming
    Chen, JC
    Yao, K
    Hudson, RE
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2002, 19 (02) : 30 - 39
  • [5] Correal N. S., 2001, P VIRG TECH S WIR PE, P1
  • [6] COSTA JA, 2004, UNPUB ACM T SENSOR N
  • [7] Galstyan A, 2004, IPSN '04: THIRD INTERNATIONAL SYMPOSIUM ON INFORMATION PROCESSING IN SENSOR NETWORKS, P61
  • [8] [胡友峰 Hu Youfeng], 2003, [系统仿真学报, Journal of System Simulation], V15, P776
  • [9] Relative location estimation in wireless sensor networks
    Patwari, N
    Hero, AO
    Perkins, M
    Correal, NS
    O'Dea, RJ
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2003, 51 (08) : 2137 - 2148