Recovering the initial state of an infinite-dimensional system using observers

Karim Ramdani*, Marius Tucsnak, George Weiss

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

84 Scopus citations

Abstract

Let A be the generator of a strongly continuous semigroup double-struck T sign on the Hilbert space X, and let C be a linear operator from script D sign(A) to another Hilbert space Y (possibly unbounded with respect to X, not necessarily admissible). We consider the problem of estimating the initial state z0∈script D sign(A) (with respect to the norm of X) from the output function y(t)=Cdouble-struck T signtz0, given for all t in a bounded interval [0,τ]. We introduce the concepts of estimatability and backward estimatability for (A,C) (in a more general way than currently available in the literature), we introduce forward and backward observers, and we provide an iterative algorithm for estimating z0 from y. This algorithm generalizes various algorithms proposed recently for specific classes of systems and it is an attractive alternative to methods based on inverting the Gramian. Our results lead also to a very general formulation of Russell's principle, i.e., estimatability and backward estimatability imply exact observability. This general formulation of the principle does not require double-struck T sign to be invertible. We illustrate our estimation algorithms on systems described by wave and Schrdinger equations, and we provide results from numerical simulations.

Original languageEnglish
Pages (from-to)1616-1625
Number of pages10
JournalAutomatica
Volume46
Issue number10
DOIs
StatePublished - Oct 2010

Keywords

  • Back and forth nudging
  • Estimatability
  • Exact observability
  • Observers
  • Russell's principle
  • Strongly continuous semigroup
  • Time reversal focusing
  • Wave equation

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