Identification of 2D Interconnected Systems: An efficient Steepest-Descent approach

Patricio Torres, Jan Willem van Wingerden

Research output: Contribution to journalConference articleScientificpeer-review

1 Citation (Scopus)
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Abstract

In this paper, a new identification method for large 2D grids of interconnected systems is presented. The proposed algorithm minimizes the Output-Error of the lifted system by using a Steepest-Descent optimization method which exploit the Multilevel Sequentially-Semi Separable (MSSS) structure of the involved matrices. Furthermore, it is shown that the computational complexity of the proposed approach is linear with respect to the number of subsystems in the grid. Finally, a numerical example is presented in order to show the effectiveness of the proposed algorithm.

Original languageEnglish
Pages (from-to)78-83
JournalIFAC-PapersOnLine
Volume51
Issue number15
DOIs
Publication statusPublished - 2018
EventSYSID 2018: 18th IFAC Symposium on System Identification - Stockholm, Sweden
Duration: 9 Jul 201811 Jul 2018

Keywords

  • Efficient Algorithms
  • Interconnected systems
  • Jacobian
  • Output-Error identification
  • Steepest-Descent

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