Article ID: | iaor20023365 |
Country: | United Kingdom |
Volume: | 22 |
Issue: | 1 |
Start Page Number: | 37 |
End Page Number: | 49 |
Publication Date: | Jan 2001 |
Journal: | Optimal Control Applications & Methods |
Authors: | Ouarit Mostafa, Yvon Jean-Pierre, Henry Jacques |
This paper presents a method which aims at improving parameter estimation in dynamical systems. The general principle of the method is based on a modification of the least-squares objective function by means of a weighting operator, in view to improve the conditioning of the identification problem. First we recall a previous work using variational calculus in order to obtain the weighting operators through a linear equation. Then we propose a new approach which consists of determining the weights by formulating an optimization problem including positive semidefinite constraints (linear matrix inequalities, LMI).