• DocumentCode
    2653069
  • Title

    Expected RIP: Conditioning of The modulated wideband converter

  • Author

    Mishali, Moshe ; Eldar, Yonina C.

  • Author_Institution
    Dept. of Electr. Eng., Technion - Israel Inst. of Technol., Haifa, Israel
  • fYear
    2009
  • fDate
    11-16 Oct. 2009
  • Firstpage
    343
  • Lastpage
    347
  • Abstract
    The sensing matrix of a compressive system impacts the stability of the associated sparse recovery problem. In this paper, we study the sensing matrix of the modulated wideband converter, a recently proposed system for sub-Nyquist sampling of analog sparse signals. Attempting to quantify the conditioning of the converter sensing matrix with existing approaches leads to unreasonable rate requirements, due to the relatively small size of this matrix. We propose a new conditioning criterion, named the expected restricted isometry property, and derive theoretical guarantees for the converter to satisfy this property. We then show that applying these conditions to popular binary sequences, such as maximal codes or Gold codes, leads to practical rate requirements.
  • Keywords
    binary sequences; matrix algebra; stability; Gold codes; associated sparse recovery problem stability; binary sequences; compressive system sensing matrix; maximal codes; modulated wideband converter; sub-Nyquist sampling; Binary sequences; Conferences; Frequency conversion; Gold; Information theory; Matrix converters; Sampling methods; Sparse matrices; Stability; Wideband; Compressed sensing; expected restricted isometry property; modulated wideband converter; multiband sampling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Theory Workshop, 2009. ITW 2009. IEEE
  • Conference_Location
    Taormina
  • Print_ISBN
    978-1-4244-4982-8
  • Electronic_ISBN
    978-1-4244-4983-5
  • Type

    conf

  • DOI
    10.1109/ITW.2009.5351492
  • Filename
    5351492