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Subspace Identification of Local Systems in One-Dimensional Homogeneous Networks
Beijing Inst Technol, Peoples R China; Delft Univ Technol, Netherlands.
Delft Univ Technol, Netherlands.
Linköping University, Department of Electrical Engineering, Automatic Control. Linköping University, Faculty of Science & Engineering.
2018 (English)In: IEEE Transactions on Automatic Control, ISSN 0018-9286, E-ISSN 1558-2523, Vol. 63, no 4, p. 1126-1131Article in journal (Refereed) Published
Abstract [en]

This note considers the identification of large-scale one-dimensional networks consisting of identical LTI dynamical systems. A subspace identification method is developed that only uses local input-output information and does not rely on knowledge about the local state interaction. The proposed identification method estimates the Markov parameters of a locally lifted system, following the state-space realization of a single subsystem. The Markov-parameter estimation is formulated as a rank minimization problem by exploiting the low-rank property and the two-layer Toeplitz structural property in the data equation, whereas the state-space realization of a single subsystem is formulated as a structured low-rank matrix-factorization problem. The effectiveness of the proposed identification method is demonstrated by simulation examples.

Place, publisher, year, edition, pages
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC , 2018. Vol. 63, no 4, p. 1126-1131
Keywords [en]
Large-scale 1-D distributed systems; rank minimization problem; two-layer Toeplitz structure
National Category
Control Engineering
Identifiers
URN: urn:nbn:se:liu:diva-147389DOI: 10.1109/TAC.2017.2738919ISI: 000429056000018OAI: oai:DiVA.org:liu-147389DiVA, id: diva2:1206723
Note

Funding Agencies|European Research Council under European Unions Seventh Framework Programme (FP7)/ERC [339681]

Available from: 2018-05-17 Created: 2018-05-17 Last updated: 2018-05-17

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