Asymptotic properties of subspace estimators

D Bauer - Automatica, 2005 - Elsevier
Since the proposal of subspace methods in the 1980s and early 1990s substantial efforts
have been made in the analysis of the statistical properties of the algorithms. This paper …

Comparing the CCA subspace method to pseudo maximum likelihood methods in the case of no exogenous inputs

D Bauer - Journal of Time Series Analysis, 2005 - Wiley Online Library
This paper deals with the CCA subspace algorithm proposed in Larimore [Proceeding of
1983 American Control Conference (1983) pp. 445–451], which constitutes an alternative to …

On the precision of the plant estimates in some subspace identification methods

K Ikeda - IFAC Proceedings Volumes, 2014 - Elsevier
Explicit formulae of dominant parts of the estimation errors of plant A matrix in PI-MOESP,
PO-MOESP, and one of N4SID methods are derived based on a proposing lemma on …

Consistent estimate of Kalman gain in subspace identification method

K Ikeda - 2015 IEEE Conference on Control Applications (CCA), 2015 - ieeexplore.ieee.org
This paper proposes a consistent estimates of the Kalman gain and the covariance of the
innovations in the framework of subspace identification. The estimates of the system …

Estimation error analysis of system matrices in some subspace identification methods

K Ikeda, H Oku - 2015 10th Asian Control Conference (ASCC), 2015 - ieeexplore.ieee.org
Explicit formulation of dominant parts of the estimation errors of system matrices in PO-
MOESP method and a robust N4SID like method are derived based on a proposing lemma …

Error analysis of state approaches in subspace identification methods

K Ikeda - 2014 Proceedings of the SICE Annual Conference …, 2014 - ieeexplore.ieee.org
Explicit formulation of dominant parts of the estimation errors of A and C matrices in shift
invariance approach and state approach are derived based on a proposing lemma on …

[PDF][PDF] Error Analysis of MOESP Type Algorithm

K Ikeda - 21st International Symposium on Mathematical Theory …, 2014 - scholar.archive.org
Explicit formulae of dominant parts of the estimation errors of A and C matrices in PO-
MOESP are derived based on a proposing lemma on perturbations to the singular …

Asymptotic Properties of MOESP-type Methods

K Ikeda - IFAC Proceedings Volumes, 2013 - Elsevier
Precision of the estimated plant model is often the main interest of system identification. In
order to take the predictable part of the noise into account, the noise model is estimated …

Consistent estimate of innovations model

K Ikeda - IFAC-PapersOnLine, 2016 - Elsevier
This paper proposes a numerical solution of the consistent estimates of Kalman gain and the
covariance of the innovations process in the innovations model. The estimates are given as …

[PDF][PDF] On a new approach to cointegration–the state-space error correction model

T Ribarits, B Hanzon - … Meeting of the Econometric Society, 27 …, 2006 - researchgate.net
On a New Approach to Cointegration – The State-Space Error Correction Model Page 1 On a
New Approach to Cointegration – The State-Space Error Correction Model Thomas Ribarits† …