• DocumentCode
    3072750
  • Title

    Transmit power estimation with a single monitor in multi-band networks

  • Author

    Chen, Shaxun ; Zeng, Kai ; Cheng, Ningning ; Mohapatra, Prasant

  • Author_Institution
    Dept. of Comput. Sci., Univ. of California, Davis, CA, USA
  • fYear
    2012
  • fDate
    18-21 June 2012
  • Firstpage
    524
  • Lastpage
    532
  • Abstract
    Transmit power estimation is widely used in network monitoring, power-aware design of MANETs, primary user detection in cognitive radio networks and many other areas. Traditional methods for transmit power estimation are trilateration-based, which require an underlying infrastructure with at least three monitors. In this paper, we propose a novel transmit power estimation method which utilizes the nuance of the received signal strength at different frequencies. Our method only needs one monitor, thus has less hardware requirement and is much easier to carry around. We use a support vector machine to facilitate the estimation, and conduct real-world experiments to validate our method. The experimental results demonstrate that our method is able to achieve the accuracy as high as 90%, which in practice outperforms the trilateration method using multiple monitors.
  • Keywords
    cognitive radio; mobile ad hoc networks; radio transmitters; support vector machines; MANET; cognitive radio networks; hardware requirement; multiband networks; network monitoring; power-aware design; primary user detection; received signal strength; single monitor; support vector machine; transmit power estimation; trilateration method; Ad hoc networks; Attenuation; Estimation; Monitoring; Radio transmitters; Support vector machines; Wireless communication; multi-band transmitter; support vector machine; support vector regression; transmit power estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Sensor, Mesh and Ad Hoc Communications and Networks (SECON), 2012 9th Annual IEEE Communications Society Conference on
  • Conference_Location
    Seoul
  • ISSN
    2155-5486
  • Print_ISBN
    978-1-4673-1904-1
  • Electronic_ISBN
    2155-5486
  • Type

    conf

  • DOI
    10.1109/SECON.2012.6275822
  • Filename
    6275822