General orthonormal bases or robust identification in H-infinity

Authors
Citation
H. Akcay, General orthonormal bases or robust identification in H-infinity, SIAM J CON, 40(3), 2001, pp. 947-968
Citations number
46
Categorie Soggetti
Mathematics,"Engineering Mathematics
Journal title
SIAM JOURNAL ON CONTROL AND OPTIMIZATION
ISSN journal
03630129 → ACNP
Volume
40
Issue
3
Year of publication
2001
Pages
947 - 968
Database
ISI
SICI code
0363-0129(20011119)40:3<947:GOBORI>2.0.ZU;2-Q
Abstract
In this paper, the problem of system identification in H-infinity with gene ral orthonormal basis functions is investigated. A two-stage algorithm is s how to be robust, provided that the umber of basis elements as a function o f the amount of data does not increase faster than O (N (2/5)). Worst-case identification error bounds in the H-infinity norm are derived. The algorit hm also works on nonuniformly spaced frequency response measurements. An ex ample is provided to illustrate the application of the algorithm.