Title :
Worst-case/deterministic identification in H∞ : the continuous-time case
Author :
Helmicki, A.J. ; Jacobson, C.A. ; Nett, C.N.
Author_Institution :
Dept. of Electr. & Comput. Eng., Cincinnati Univ., OH, USA
fDate :
5/1/1992 12:00:00 AM
Abstract :
Results obtained by the authors (1991) worst-case/deterministic H∞ identification of discrete-time plants are extended to continuous-time plants. The problem involves identification of the transfer function of a stable strictly proper continuous-time plant from a finite number of noisy point samples of the plant frequency response. The assumed information consists of a lower bound on the relative stability of the plant, an upper bound on a certain gain associated with the plant, an upper bound on the roll-off rate of the plant, and an upper bound on the noise level. Concrete plans of identification algorithms are provided for this problem. Explicit worst-case/deterministic error bounds for each algorithm establish that they are robustly convergent and (essentially) asymptotically optimal. Additionally, these bounds provide an a priori computable H∞ uncertainty specification, corresponding to the resulting identified plant transfer function, as an explicit function of the plant and noise prior information and the data cardinality
Keywords :
identification; transfer functions; asymptotically optimal; frequency response; lower bound; noise level; noisy point samples; priori computable H∞ uncertainty specification; relative stability; robustly convergent; roll-off rate; stable strictly proper continuous-time plant; transfer function; upper bound; worst-case/deterministic H∞ identification; worst-case/deterministic error bounds; Computer aided software engineering; Concrete; Frequency response; H infinity control; Jacobian matrices; Noise level; Noise robustness; Stability; Transfer functions; Upper bound;
Journal_Title :
Automatic Control, IEEE Transactions on