Title :
Frequency response estimation for NCFs of an MIMO plant from closed-loop time-domain experimental data
Author_Institution :
Dept. of Autom., Tsinghua Univ., Beijing, China
Abstract :
Frequency response estimation from closed-loop time-domain experimental data is investigated in this paper for normalized coprime factors (NCF) of a multiple-input-multiple-output (MIMO) plant. Based on a linear fractional transformation (LFT) representation for all the NCFs of plants internally stabilizable by a known controller, this estimation problem is converted into the open-loop nonparametric estimation of an inner transfer function matrix (TFM). An estimate is derived through constrained data-matching. It is proved that when the probing signals are periodic and the NCFs of the auxiliary plant are appropriately selected, the estimate is asymptotically unbiased and with a normal/complex normal distribution. It has been made clear that the estimation bias and the estimation variance are always finite. Computationally tractable procedures are suggested for choosing the desirable auxiliary TFMs.
Keywords :
MIMO systems; closed loop systems; frequency response; normal distribution; time-domain analysis; transfer function matrices; MIMO plant; closed-loop time-domain experimental data; constrained data-matching; frequency response estimation; inner transfer matrix; linear fractional transformation representation; multiple-input multiple-output plant; normal distribution; normalized coprime factors; open-loop nonparametric estimation; Frequency estimation; Frequency response; Gaussian distribution; MIMO; Matrix converters; Measurement errors; Open loop systems; Robust control; Time domain analysis; Transfer functions; Closed-loop identification; multiple-input–multiple-output (MIMO) system; normalized coprime factorization; robust control;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2005.860279