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

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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… Click to show full abstract

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.

Keywords: steepest descent; interconnected systems; identification interconnected; approach

Journal Title: IFAC-PapersOnLine
Year Published: 2018

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