Measurement partitioning and observational equivalence in state estimation

preprint2014arXivOpen access

Abstract

This letter studies measurement partitioning and equivalence in state estimation based on graph-theoretic principles. We show that a set of critical measurements (required to ensure LTI state-space observability) can be further partitioned into two types:~αα and~ββ. This partitioning is driven by different graphical (or algebraic) methods used to define the corresponding measurements. Subsequently, we describe observational equivalence, i.e. given an~αα (or~ββ) measurement, say~yiy_i, what is the set of measurements equivalent to~yiy_i, such that only one measurement in this set is required to ensure observability? Since~αα and~ββ measurements are cast using different algebraic and graphical characteristics, their equivalence sets are also derived using different algebraic and graph-theoretic principles. We illustrate the related concepts on an appropriate system digraph.

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