TY - JOUR
T1 - Blind system identification using the empirical characteristic function's derivative
AU - Yeredor, Arie
PY - 2002
Y1 - 2002
N2 - High-order statistics have become a common tool in blind identification of nonminimum phase systems. In this paper we present a new, alternative tool, namely the first-order derivatives of the observations' second characteristic function, evaluated at arbitrary (off-origin) locations. The estimation of these derivatives reduces plainly into specially-weighted empirical averages, from which the identification of the system's zeros is nearly straightforward. We show that despite the addition of some nuisance parameters, this approach generates more equations than unknowns, and thus enables a well-averaged least-squares solution. We demonstrate, using simulation results, the potential improvement in estimation accuracy over cumulants-based estimation.
AB - High-order statistics have become a common tool in blind identification of nonminimum phase systems. In this paper we present a new, alternative tool, namely the first-order derivatives of the observations' second characteristic function, evaluated at arbitrary (off-origin) locations. The estimation of these derivatives reduces plainly into specially-weighted empirical averages, from which the identification of the system's zeros is nearly straightforward. We show that despite the addition of some nuisance parameters, this approach generates more equations than unknowns, and thus enables a well-averaged least-squares solution. We demonstrate, using simulation results, the potential improvement in estimation accuracy over cumulants-based estimation.
UR - https://www.scopus.com/pages/publications/17444444359
U2 - 10.1109/icassp.2002.5744956
DO - 10.1109/icassp.2002.5744956
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AN - SCOPUS:17444444359
SN - 1520-6149
VL - 2
SP - II/1733-II/1736
JO - Proceedings - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing
JF - Proceedings - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing
T2 - 2002 IEEE International Conference on Acoustic, Speech and Signal Processing
Y2 - 13 May 2002 through 17 May 2002
ER -