• DocumentCode
    2268883
  • Title

    Sensitivity of the random demodulation framework to filter tolerances

  • Author

    Pankiewicz, Pawel J. ; Arildsen, Thomas ; Larsen, Torben

  • Author_Institution
    Dept. of Electron. Syst., Aalborg Univ., Aalborg, Denmark
  • fYear
    2011
  • fDate
    Aug. 29 2011-Sept. 2 2011
  • Firstpage
    534
  • Lastpage
    538
  • Abstract
    The aim of the present paper is to demonstrate the impact of low-pass filter non-idealities on compressed sensing signal reconstruction in the random demodulator (RD) architecture. The random demodulator is a compressed sensing (CS) acquisition scheme capable of acquiring signals in continuous time. One of the main advantages of the system is the possibility to use off-the-shelf components to implement this sub-Nyquist framework. Low-pass filtering plays an important role in the RD analog acquisition process, which needs to be modeled carefully in the digital part of the compressive sensing reconstruction. Having a complete model of the analog front-end, CS algorithms conduct almost perfect reconstruction taking far less samples than for traditional Nyquist-rate sampling. This paper investigates reconstruction sensitivity to distortion in the impulse response of the low-pass filter caused by passive component value fluctuations. The authors simulate common CS recovery algorithms and show that the worst-case performance degradation due to filter component tolerances can be substantial, which requires special attention when designing reconstruction algorithms for RD.
  • Keywords
    demodulation; low-pass filters; sensitivity analysis; CS recovery algorithms; Nyquist-rate sampling; RD analog acquisition process; compressed sensing signal reconstruction; filter tolerances; low-pass filter nonidealities; passive component value fluctuations; random demodulation framework; sensitivity; sub-Nyquist framework; Compressed sensing; Demodulation; Matching pursuit algorithms; Mathematical model; Semiconductor device measurement; Signal to noise ratio; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Conference, 2011 19th European
  • Conference_Location
    Barcelona
  • ISSN
    2076-1465
  • Type

    conf

  • Filename
    7074080