• DocumentCode
    1680437
  • Title

    Adaptive spectrum sensing and estimation

  • Author

    Wei, Dennis ; Hero, Alfred O.

  • Author_Institution
    Dept. of Electr. Eng. & Comput. Sci., Univ. of Michigan, Ann Arbor, MI, USA
  • fYear
    2013
  • Firstpage
    5720
  • Lastpage
    5724
  • Abstract
    We propose a multistage adaptive approach to spectrum sensing and estimation with the goal of concentrating more sensing resources on spectral components of interest. The allocation of resources to minimize the mean squared estimation error is formulated as a dynamic program. An optimal policy is given for the case of two sensing stages. For more than two stages, tractable approximate policies are developed based on open-loop feedback control (OLFC). These policies improve monotonically with the number of stages, and in particular upon the optimal two-stage policy. A spectrum sensing simulation shows substantial reductions in mean squared error compared to non-adaptive sensing and a recently proposed adaptive method. Performance gains in detecting unoccupied channels are also shown.
  • Keywords
    dynamic programming; radio spectrum management; resource allocation; signal detection; OLFC; adaptive spectrum estimation; adaptive spectrum sensing; dynamic programming; mean squared estimation error minimization; multistage adaptive approach; nonadaptive sensing; open-loop feedback control; optimal two-stage policy; resource allocation; spectral components; tractable approximate policy; unoccupied channel detection; Cognitive radio; Estimation; Radar; Resource management; Sensors; Signal to noise ratio; Adaptive sensing; cognitive radio/radar; resource allocation; spectral estimation; spectrum sensing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
  • Conference_Location
    Vancouver, BC
  • ISSN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2013.6638760
  • Filename
    6638760