Invariant Subspaces of Riesz Spectral Systems with Application to Fault Detection and Isolation
A large class of hyperbolic and parabolic partial differential equation (PDE) systems, such as reaction-diffusion processes, when expressed in the infinite-dimensional (Inf-D) framework can be represented as Riesz spectral (RS) systems. Compared to the finite dimensional (Fin-D) systems, the geometr...
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Zusammenfassung: | A large class of hyperbolic and parabolic partial differential equation (PDE)
systems, such as reaction-diffusion processes, when expressed in the
infinite-dimensional (Inf-D) framework can be represented as Riesz spectral
(RS) systems. Compared to the finite dimensional (Fin-D) systems, the geometric
theory of Inf-D systems for addressing certain fundamental control problems,
such as disturbance decoupling and fault detection and isolation (FDI), is
rather quite limited due to complexity and existence of various types of
invariant subspaces notions. Interestingly enough, these invariant concepts are
equivalent for Fin-D systems, although they are different in Inf-D
representation. In this work, first equivalence of various types of invariant
subspaces that are defined for RS systems are investigated. This enables one to
define and specify the unobservability subspace for RS systems. Specifically,
necessary and sufficient conditions are derived for equivalence of various
types of conditioned invariant subspaces. Moreover, by using duality
properties, various controlled invariant subspaces are developed. It is then
shown that finite-rankness of the output operator enables one to derive
algorithms for computing invariant subspaces that under certain conditions, and
unlike methods in the literature, converge in a finite number of steps. A
geometric FDI methodology for RS systems is then developed by invoking the
introduced invariant subspaces. Finally, necessary and sufficient conditions
for solvability of the FDI problem are provided and analyzed |
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DOI: | 10.48550/arxiv.1608.03304 |