Frequency domain subspace model identification with the aid of the w-operator
Author:
- 27 November 2002
- conference paper
- Published by Institute of Electrical and Electronics Engineers (IEEE)
- p. 1077-1080
Abstract
Proposes an efficient and convenient approach to frequency domain subspace identification for continuous-time systems. In the case of continuous-time models, the data matrices often become ill-conditioned if we simply rewrite the Laplace operator s as s=jw, where w denotes the frequency. To avoid the ill-conditioned problem, the operator w=(s-/spl alpha/)/(s+/spl alpha/) is introduced such that the system can be identified based on a state-space model in the w-operator. Then the estimated w-operator state-space model can be transformed back to the common continuous-time state-space model. An instrumental variable matrix in the frequency domain is also proposed to obtain consistent estimates in the presence of measurement noise.Keywords
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