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Tabl e 2. The FF-SG estimates and errors
t α 1 α 2 α 3 α 4 α 5 δ (%)
100 0.1174 0.0619 0.8128 0.9035 -0.1812 20.0681
200 0.1927 0.1290 0.9055 1.0303 -0.1449 9.0010
300 0.2224 0.1689 0.8981 1.0440 -0.1097 5.7755
500 0.2285 0.1994 0.9009 1.0734 -0.1009 3.4647
1000 0.2206 0.2145 0.9003 1.0762 -0.1026 2.2923
1500 0.2105 0.2298 0.8962 1.0786 -0.1004 1.0502
2000 0.2033 0.2333 0.8983 1.0778 -0.1023 0.5736
2500 0.1952 0.2395 0.8952 1.0825 -0.0981 0.5179
3000 0.1980 0.2361 0.8958 1.0754 -0.1055 0.6487
True values 0.2000 0.2400 0.9000 1.0800 -0.1000
5 Conclusions
An approach to identify Hammerstein systems with piece-wise linearity is pre-
sented in this paper. The model of the nonlinear system be turned into an
identification model by using a switching function, then based on the identifica-
tion model, we proposed an SG algorithm and an FF-SG algorithm to estimate
all the parameters of the system. The simulation results verify the proposed
algorithm.
References
1. Liu, Y., Bai, E.W.: Iterative identification of Hammerstein systems. Automat-
ica 43(2), 346-354 (2007)
2. Ding, F., Liu, P.X., Liu, G.: Identification methods for Hammerstein nonlinear
systems. Digital Signal Processing 21(2), 215-238 (2011)
3. Chen, J., Wang, X.P., Ding, R.F.: Gradient based estimation algorithm for Ham-
merstein systems with saturation and dead-zone nonlinearities. Applied Mathe-
matical Modelling 36(1), 238-243 (2012)
4. Yu, L., Zhang, J.B., Liao, Y.W., Ding, J.: Parameter estimation error bounds for
Hammerstein finite impulsive response models. Applied Mathematics and Compu-
tation 202(2), 472-480 (2008)
5. Wang, D.Q., Chu, Y.Y., Ding, F.: Auxiliary model-based RELS and MI-ELS algo-
rithms for Hammerstein OEMA systems. Computers & Mathematics with Appli-
cations 59(9), 3092-3098 (2010)
6. Chen, J., Zhang, Y., Ding, R.F.: Auxiliary model based multi-innovation algorithms
for multivariable nonlinear systems. Mathematical and Computer Modelling 52(9-
10), 1428-1434 (2010)
7. Wang, D.Q., Chu, Y.Y., Ding, F.: Auxiliary model-based RELS and MI-ELS algo-
rithms for Hammerstein OEMA systems. Computers & Mathematics with Appli-
cations 59(9), 3092-3098 (2010)
8. Ding, F., Shi, Y., Chen, T.: Auxiliary model-based least-squares identification
methods for Hammerstein output-error systems. Systems & Control Letters 56(5),
373-380 (2007)
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