• DocumentCode
    3349432
  • Title

    Regularity and identifiability in MIMO systems

  • Author

    Moore, Terrence J. ; Sadler, Brian M. ; Kozick, Richard J.

  • Author_Institution
    Army Res. Lab., Adelphi, MD, USA
  • fYear
    2002
  • fDate
    4-6 Aug. 2002
  • Firstpage
    298
  • Lastpage
    302
  • Abstract
    We study regularity issues in finite impulse response (FIR) multi-input multi-output (MIMO) systems with additive noise, and with deterministic channel coefficients and sources. In the blind scenario, the model is rich with cross-related ambiguities, resulting in a singular Fisher information matrix (FIM). It is shown that the space of the FIM has dimension of at least the number of sources squared, and necessary and sufficient conditions for the system to attain this minimum ity are given. In addition, we show how the minimal set of known parameters must be specified to obtain a full rank FIM, and, thus, a valid and meaningful Crame´r-Rao bound.
  • Keywords
    MIMO systems; channel estimation; matrix algebra; random noise; signal processing; transient response; Cramer-Rao bound; FIR systems; MIMO systems; additive noise; blind estimation; channel estimation; channel identifiability; cross-related ambiguities; deterministic channel coefficients; finite impulse response systems; multi-input multi-output systems; regularity issues; signal processing; singular Fisher information matrix; sources; Additive noise; Baseband; Context modeling; Finite impulse response filter; Gaussian noise; Laboratories; MIMO; Null space; Signal processing; Sufficient conditions;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Sensor Array and Multichannel Signal Processing Workshop Proceedings, 2002
  • Print_ISBN
    0-7803-7551-3
  • Type

    conf

  • DOI
    10.1109/SAM.2002.1191048
  • Filename
    1191048