Functional observability, structural functional observability and optimal sensor placement - Archive ouverte HAL
Article Dans Une Revue IEEE Transactions on Automatic Control Année : 2025

Functional observability, structural functional observability and optimal sensor placement

Yuan Zhang
Tyrone Fernando

Résumé

In this paper, new characterizations for functional observability, functional detectability, and structural functional observability (SFO) are developed, and based on them, the related optimal sensor placement problems are investigated. A novel concept of modal functional observability coinciding with the notion of modal observability is proposed. This notion introduces necessary and sufficient conditions for functional observability and detectability in a unified way without resorting to system observability decomposition, and facilitates the design of a functionally observable/detectable system. Afterwards, SFO is redefined rigorously from a generic perspective, contrarily to the definition of structural observability. A complete graph-theoretic characterization for SFO is proposed. Based on these results, the problems of selecting the minimal sensors from a prior set to achieve functional observability and SFO are shown to be NP-hard. Nevertheless, supermodular set functions are established, leading to greedy heuristics that can find approximation solutions to these problems with provable guarantees in polynomial time. A closed-form solution along with a constructive procedure is also given for the unconstrained case on systems with diagonalizable state matrices. Notably, our results also yield a polynomial-time verifiable case for structural target controllability, a problem that may be hard otherwise.

Dates et versions

hal-04724936 , version 1 (07-10-2024)

Identifiants

Citer

Yuan Zhang, Tyrone Fernando, Mohamed Darouach. Functional observability, structural functional observability and optimal sensor placement. IEEE Transactions on Automatic Control, In press, pp.Early access. ⟨10.1109/TAC.2024.3462558⟩. ⟨hal-04724936⟩
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