Information-based complexity and nonparametric worst-case system identification
Journal of Complexity - Special issue: invited articles dedicated to J. F. Traub on the occasion of his 60th birthday
Worst-case analysis of the least-squares method and related identification methods
Systems & Control Letters
Automatica (Journal of IFAC) - Special issue on trends in system identification
Worst-case control-relevant identification
Automatica (Journal of IFAC) - Special issue on trends in system identification
Sample complexity of worst-case H∞ -identification
Systems & Control Letters
Brief On robustness in system identification
Automatica (Journal of IFAC)
H∞ set membership identification: A survey
Automatica (Journal of IFAC)
Hi-index | 22.15 |
We consider identification (in both the time domain, for suitable choices of inputs, and the frequency domain) using a deterministic formulation that is less conservative than the usual worst-case approach, in that it allows for a certain number of outliers. Two new identification methods, the Orlicz and the Top K method, respectively, are proposed and analysed. Theoretical H"~ error bounds for the identified models are provided, and the proposed methods are illustrated by a numerical example.