Title :
Subspace-based multivariable system identification from frequency response data
Author :
McKelvey, Tomas ; Akcay, Hüseyin ; Ljung, Lennart
Author_Institution :
Dept. of Electr. Eng., Linkoping Univ., Sweden
fDate :
7/1/1996 12:00:00 AM
Abstract :
Two noniterative subspace-based algorithms which identify linear, time-invariant MIMO (multi-input/multioutput) systems from frequency response data are presented. The algorithms are related to the recent time-domain subspace identification techniques. The first algorithm uses equidistantly, in frequency, spaced data and is strongly consistent under weak noise assumptions. The second algorithm uses arbitrary frequency spacing and is strongly consistent under more restrictive noise assumptions, promising results are obtained when the algorithms are applied to real frequency data originating from a large flexible structure
Keywords :
MIMO systems; flexible structures; frequency response; identification; linear systems; frequency response data; frequency spacing; large flexible structure; linear time-invariant systems; subspace-based multivariable system identification; time-domain subspace identification techniques; weak noise assumptions; Control system synthesis; Frequency domain analysis; Frequency response; Iterative algorithms; MIMO; Modems; Parametric statistics; Robust control; System identification; Time domain analysis;
Journal_Title :
Automatic Control, IEEE Transactions on