TY - JOUR
T1 - A new deterministic identification approach to Hammerstein systems
AU - Yu, Chengpu
AU - Zhang, Cishen
AU - Xie, Lihua
PY - 2014/1
Y1 - 2014/1
N2 - The deterministic identification of Hammerstein systems is investigated in this paper. Based on the over-sampling technique, a new deterministic identification approach is presented, which blindly identifies the linear dynamic part followed by the estimation of the nonlinear function. The proposed method allows us to identify the Hammerstein system using an over-sampling rate smaller than the numerator polynomial's length of the linear dynamic part as required by other existing methods. In addition, it can obtain the true values of the system parameters in the noise-free case and an asymptotically consistent estimate in the presence of noise. The richness condition of the system input and the selection of the over-sampling rate are studied for the identifiability of the Hammerstein system. Simulation examples are given to show the performance of the proposed method.
AB - The deterministic identification of Hammerstein systems is investigated in this paper. Based on the over-sampling technique, a new deterministic identification approach is presented, which blindly identifies the linear dynamic part followed by the estimation of the nonlinear function. The proposed method allows us to identify the Hammerstein system using an over-sampling rate smaller than the numerator polynomial's length of the linear dynamic part as required by other existing methods. In addition, it can obtain the true values of the system parameters in the noise-free case and an asymptotically consistent estimate in the presence of noise. The richness condition of the system input and the selection of the over-sampling rate are studied for the identifiability of the Hammerstein system. Simulation examples are given to show the performance of the proposed method.
KW - Blind identification
KW - Hammerstein systems
KW - Oversampling operation
KW - Polyphase decomposition
UR - http://www.scopus.com/inward/record.url?scp=84897893213&partnerID=8YFLogxK
U2 - 10.1109/TSP.2013.2286103
DO - 10.1109/TSP.2013.2286103
M3 - Article
AN - SCOPUS:84897893213
SN - 1053-587X
VL - 62
SP - 131
EP - 140
JO - IEEE Transactions on Signal Processing
JF - IEEE Transactions on Signal Processing
IS - 1
M1 - 6636100
ER -