• DocumentCode
    2769769
  • Title

    An Adaptive Location Estimator Based on Alpha-Beta Filtering for Wireless Sensor Networks

  • Author

    Wang, Chin-Liang ; Chiou, Yih-Shyh ; Dai, Yu-Sheng

  • Author_Institution
    Dept. of Electr. Eng., National Tsing Hua Univ., Hsinchu
  • fYear
    2007
  • fDate
    11-15 March 2007
  • Firstpage
    3285
  • Lastpage
    3290
  • Abstract
    This paper presents a new scheme for positioning and tracking mobile nodes based on adaptive weighted interpolation and alpha-beta (alpha-beta) filtering in wireless sensor networks. The proposed positioning method formulates location estimation as a weighted least squares problem, which can be solved in an iterative, decentralized manner. With such estimated location information, an alpha-beta tracking algorithm is further employed at a central processor to improve the location accuracy. As compared with the Kalman filtering approach, the proposed alpha-beta tracking method achieves reasonably good performance with much lower computational complexity and no need of exact information about the state and measurement noise parameters. Computer simulation results show that more than 90 percent of the estimated locations have error distances less than 2.5 meters.
  • Keywords
    filtering theory; least squares approximations; mobile computing; tracking; wireless sensor networks; adaptive location estimator; adaptive weighted interpolation; alpha-beta filtering; location estimation; mobile nodes tracking; weighted least squares problem; wireless sensor networks; Adaptive filters; Computational complexity; Information filtering; Information filters; Interpolation; Iterative algorithms; Iterative methods; Kalman filters; Least squares approximation; Wireless sensor networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Wireless Communications and Networking Conference, 2007.WCNC 2007. IEEE
  • Conference_Location
    Kowloon
  • ISSN
    1525-3511
  • Print_ISBN
    1-4244-0658-7
  • Electronic_ISBN
    1525-3511
  • Type

    conf

  • DOI
    10.1109/WCNC.2007.605
  • Filename
    4224850