TY - JOUR
T1 - Recovering the initial state of an infinite-dimensional system using observers
AU - Ramdani, Karim
AU - Tucsnak, Marius
AU - Weiss, George
PY - 2010/10
Y1 - 2010/10
N2 - 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.
AB - 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.
KW - Back and forth nudging
KW - Estimatability
KW - Exact observability
KW - Observers
KW - Russell's principle
KW - Strongly continuous semigroup
KW - Time reversal focusing
KW - Wave equation
UR - http://www.scopus.com/inward/record.url?scp=77956397275&partnerID=8YFLogxK
U2 - 10.1016/j.automatica.2010.06.032
DO - 10.1016/j.automatica.2010.06.032
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AN - SCOPUS:77956397275
SN - 0005-1098
VL - 46
SP - 1616
EP - 1625
JO - Automatica
JF - Automatica
IS - 10
ER -