Title :
Structural estimation of Wiener-Hammerstein mathematical models
Author :
Ghanmi, Afef ; Kamoun, Samira ; Hajji, Sofien
Author_Institution :
Higher Sch. of Sci. & Technol. of Tunis, Tunis Univ., Tunis, Tunisia
Abstract :
In nonlinear system identification, block-oriented models such as Wiener and Hammerstein models have the advantage that they are quite simple to understand and easy to use. This paper presents a structural estimation of the Wiener-Hammerstein model, which is a block-oriented model where a static nonlinear system is surrounded by two linear dynamics at its input and output. The first part concerns the estimation of the order that is made by the ratio method of determining (DR). The second part describes the problem of estimating the delay. In this sense, estimation method is proposed namely estimation algorithm RLSVT. The analytical results are validated by numerical simulation examples.
Keywords :
estimation theory; identification; linear systems; nonlinear control systems; RLSVT; Wiener-Hammerstein mathematical models; block-oriented models; delay estimation; estimation algorithm; linear dynamics; nonlinear system identification; numerical simulation; order estimation; ratio method of determining; static nonlinear system; structural estimation; Delays; Estimation; Mathematical model; Nonlinear dynamical systems; Numerical models; Polynomials;
Conference_Titel :
Systems and Control (ICSC), 2015 4th International Conference on
Conference_Location :
Sousse
Print_ISBN :
978-1-4673-7108-7
DOI :
10.1109/ICoSC.2015.7152767