Invariants and canonical forms for systems structural and parametric identification
Automatica (Journal of IFAC)
Canonical structures in the identification of multivariable systems
Automatica (Journal of IFAC)
Hi-index | 22.15 |
This paper examines the use of pseudo-canonical forms, as opposed to canonical forms, in the identification of linear, discrete-time, multivariable systems. Firstly, a relationship is established between state-space models in a pseudo-canonical form and a set of corresponding matrix fraction descriptions, or equivalently finite difference equations. The causality of the systems implies that there will be dependencies amongst the parameters in the matrix fraction description in certain circumstances. By introducing an ordering of the output variables and associated parameters this dependency can be handled sequentially in simple parameter estimation algorithms.