A Robust output-error identifier for continuous-time systems

L. Wang Roméo Ortega 1 H. Su X. Liu Z. Liu
1 Division Systèmes
L2S - Laboratoire des signaux et systèmes
Abstract : This paper shows that the adaptive output error identifier for linear time-invariant continuous-time systems proposed by Bestser and Zeheb is robust vis-à-vis finite energy measurement noise. More precisely, it is proven that the map from the noise to the estimation error is math formula–stable—provided a tuning parameter is chosen sufficiently large. A procedure to determine the required minimal value of this parameter is also given. If the noise is exponentially vanishing, asymptotic convergence to zero of the prediction error is achieved. Instrumental for the establishment of the results is a suitable decomposition of the error system equations that allows us to strengthen—to strict—the well-known passivity property of the identifier. The estimator neither requires fast adaptation, a dead-zone, nor the knowledge of an upperbound on the noise magnitude, which is an essential requirement to prove stability of standard output error identifiers. To robustify the estimator with respect to non-square integrable (but bounded) noises, a prediction error-dependent leakage term is added in the integral adaptation. math formula–stability of the modified scheme is established under a technical assumption. A simulated example, which is unstable for the equation error identifier and the output error identifier of Bestser and Zeheb, is used to illustrate the noise insensitivity property of the new scheme.
Type de document :
Article dans une revue
International Journal of Adaptive Control and Signal Processing, Wiley, 2015, 29 (4), pp.443-456. 〈10.1002/acs.2483 〉
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Soumis le : lundi 25 janvier 2016 - 14:57:36
Dernière modification le : jeudi 8 février 2018 - 10:38:21



L. Wang, Roméo Ortega, H. Su, X. Liu, Z. Liu. A Robust output-error identifier for continuous-time systems. International Journal of Adaptive Control and Signal Processing, Wiley, 2015, 29 (4), pp.443-456. 〈10.1002/acs.2483 〉. 〈hal-01261542〉



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