• DocumentCode
    37962
  • Title

    Dissipativity-Preserving Model Reduction for Large-Scale Distributed Control Systems

  • Author

    Ishizaki, Takayuki ; Sandberg, Henrik ; Kashima, Kenji ; Imura, Jun-ichi ; Aihara, Kazuyuki

  • Author_Institution
    Grad. Sch. of Inf. Sci. & Eng., Tokyo Inst. of Technol., Tokyo, Japan
  • Volume
    60
  • Issue
    4
  • fYear
    2015
  • fDate
    Apr-15
  • Firstpage
    1023
  • Lastpage
    1037
  • Abstract
    We propose a dissipativity-preserving structured model reduction method for distributed control systems. As a fundamental tool to develop structured model reduction, we first establish dissipativity-preserving model reduction for general linear systems on the basis of a singular perturbation approximation. To this end, by deriving a tractable expression of singular perturbation models, we characterize dissipativity preservation in terms of a projection-like transformation of storage functions, and we show that the resultant approximation error is relevant to the sum of neglected eigenvalues of an index matrix. Next, utilizing this dissipativity-preserving model reduction, we develop a structured controller reduction method for distributed control systems. The major significance of this method is to preserve the spatial distribution of dissipative controllers and to provide an a priori bound for the performance degradation of closed-loop systems in terms of the H2-norm. The efficiency of the proposed method is verified through a numerical example of vibration suppression control for interconnected second-order systems.
  • Keywords
    H control; approximation theory; closed loop systems; distributed control; eigenvalues and eigenfunctions; large-scale systems; matrix algebra; reduced order systems; singularly perturbed systems; H2-norm; a-priori bound; approximation error; closed-loop systems; dissipative controllers; dissipativity-preserving structured model reduction method; eigenvalues; general linear systems; index matrix; interconnected second-order systems; large-scale distributed control systems; performance degradation; projection-like transformation; singular perturbation approximation; spatial distribution; storage functions; structured controller reduction method; tractable expression; vibration suppression control; Approximation methods; Decentralized control; Graphical models; Linear systems; Periodic structures; Reduced order systems; Dissipativity Preservation; Dissipativity preservation; Distributed Control Systems; Singular Perturbation Approximation; Structured Model Reduction; distributed control systems; singular perturbation approximation; structured model reduction;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.2014.2370271
  • Filename
    6954451