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Subspace based system identification for an acoustic enclosure
Proceedings of the 2000. IEEE International Conference on Control Applications. Conference Proceedings (Cat. No.00CH37162), 2002This paper is aimed at identifying a dynamical model for an acoustic enclosure, a duct with rectangular cross section, closed ends, and side-mounted speaker enclosures. Acoustic enclosures are known to be resonant systems of high order. In order to design a high performance feedback controller for an acoustic enclosure, one needs to have an accurate ...
Tomas McKelvey +2 more
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Subspace Identification of Distributed Clusters of Homogeneous Systems
IEEE Transactions on Automatic Control, 2017This note studies the identification of a network comprised of interconnected clusters of LTI systems. Each cluster consists of homogeneous dynamical systems, and its interconnections with the rest of the network are unmeasurable. A subspace identification method is proposed for identifying a single cluster using only local input and output data.
Yu, C. (author) +1 more
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Subspace identification of closed-loop systems
Proceedings of the 41st SICE Annual Conference. SICE 2002., 2003We briefly review a stochastic realization theory based subspace method for identifying closed loop systems. Using the preliminary orthogonal decomposition we show that, under the assumption that the exogenous input is persistently excited, the identification of closed loop systems is divided into two subproblems: the deterministic identification of ...
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On Consistency of Subspace Methods for System Identification
Automatica, 1998The authors consider consistency of subspace methods for system identification. They give conditions ensuring consistency of the subspace methods used in subspace identification methods. For systems without noise, a persistence of excitation condition on the input signal can ensure the consistency. Moreover, the authors give a system for which subspace
Jansson, Magnus, Wahlberg, Bo
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Nuclear norm subspace identification method for Hammerstein system identification
Proceeding of the 11th World Congress on Intelligent Control and Automation, 2014In this paper, in order to solve the dimension problem in over-parameterized method (OPM) and the rank constraint problem in subspace identification method (SIM), The nuclear norm subspace identification method (N2SID) is proposed with a combination of nuclear norm minimization (NNM) and least-parameterized method (LPM).
null Mingxiang Dai +3 more
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Subspace Identification of SISO Hammerstein Systems: Application to Stretch Reflex Identification
IEEE Transactions on Biomedical Engineering, 2013This paper describes a new subspace-based algorithm for the identification of Hammerstein systems. It extends a previous approach which described the Hammerstein cascade by a state-space model and identified it with subspace methods that are fast and require little a priori knowledge.
Kian, Jalaleddini, Robert E, Kearney
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Subspace Model Identification for Continuous-Time Systems
IFAC Proceedings Volumes, 1997Abstract Usually, the subspace-based state-space system identification algorithms are focused on discrete-time models, which may cause some numerical problems when the sampling interval is small. This paper proposes an algorithm of subspace-based state-space system identification for continuous-time systems from sampled input-output data.
Zi-Jiang Yang +2 more
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Linear Parameter-Varying System Identification: The Subspace Approach
2012In the past two decades, a significant amount of research has been carried out on Linear Parameter-Varying (LPV) systems. It has been shown that LTI control synthesis techniques like optimal and robust control can be extended to the LPV case. Notwithstanding the advances in LPV control, the identification of such systems is still not completely ...
CORNO, MATTEO +2 more
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Randomized Subspace Identification for LTI Systems
2023 European Control Conference (ECC), 2023Vatsal Kedia, Debraj Chakraborty
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Power system monitoring using subspace identification
The 2nd International Conference on Control, Instrumentation and Automation, 2011Aliakbar Mohammadi +2 more
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