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  • Yu, ChengpuBeijing Inst Technol, Peoples R China; Delft Univ Technol, Netherlands (author)

Subspace Identification of Local Systems in One-Dimensional Homogeneous Networks

  • Article/chapterEnglish2018

Publisher, publication year, extent ...

  • IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC,2018
  • printrdacarrier

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  • LIBRIS-ID:oai:DiVA.org:liu-147389
  • https://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-147389URI
  • https://doi.org/10.1109/TAC.2017.2738919DOI

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  • Language:English
  • Summary in:English

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  • Subject category:ref swepub-contenttype
  • Subject category:art swepub-publicationtype

Notes

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

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  • Verhaegen, MichelDelft Univ Technol, Netherlands (author)
  • Hansson, AndersLinköpings universitet,Reglerteknik,Tekniska fakulteten(Swepub:liu)andha17 (author)
  • Beijing Inst Technol, Peoples R China; Delft Univ Technol, NetherlandsDelft Univ Technol, Netherlands (creator_code:org_t)

Related titles

  • In:IEEE Transactions on Automatic Control: IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC63:4, s. 1126-11310018-92861558-2523

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ENGINEERING AND TECHNOLOGY
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