• DocumentCode
    2629951
  • Title

    Decentralized set-valued state estimation based on non-deterministic chains

  • Author

    Bajcinca, N. ; Kouhi, Y. ; Nenchev, V. ; Raisch, J.

  • Author_Institution
    Max Planck Inst. for Dynamics of Complex Tech. Syst., Magdeburg, Germany
  • fYear
    2011
  • fDate
    27-29 Oct. 2011
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    A general decentralized computational framework for set-valued state estimation and prediction for systems that assume a hybrid state machine representation is introduced in this article. The decentralized scheme consists of a conjunction of a finite set of distributed state machines that are specified by a decomposition of the external signal space. While, in general, the latter is shown to be an outer approximation of the corresponding outcome of the original state machine, here, specific rules for the signal space decomposition are devised by utilizing structural properties of the underyling transition relation, leading to a recovery of the exact state set results. Finally, we illustrate the reduction of the overall computational complexity in a decentralized setting by appyling ℓ-complete approximation representation of the distributed state machines.
  • Keywords
    approximation theory; computational complexity; finite state machines; set theory; state estimation; L-complete approximation; computational complexity; decentralized computational framework; decentralized set-valued state estimation; distributed state machine; hybrid state machine representation; nondeterministic chain; signal space decomposition; transition relation; Approximation algorithms; Approximation methods; Automata; Memory management; Signal resolution; State estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information, Communication and Automation Technologies (ICAT), 2011 XXIII International Symposium on
  • Conference_Location
    Sarajevo
  • Print_ISBN
    978-1-4577-0744-5
  • Type

    conf

  • DOI
    10.1109/ICAT.2011.6102092
  • Filename
    6102092