Global Existence and Uniqueness for the Kalman Covariance Riccati Equation
theoremAnalysisLinear Algebrathm:riccati-global-existence-2026bLet be real numbers and a natural number. Let , , and assign to each real matrices with entries continuous in , such that every and every is positive semidefinite, and let be a positive semidefinite real matrix. Integrals are entrywise Riemann integrals of continuous functions (existing by claim 3 of Restricted Lebesgue Measure and Integral Toolkit on a Compact Interval; degenerate intervals by the convention of Mean-Square Riemann Integral of a Family of Random Variables), products are matrix products, and is the transpose. Continuity of a real-valued function on an interval is understood as continuity of a map of metric spaces, the interval being regarded as a subset of the real line with the absolute value metric and carrying the same metric.
Then there is exactly one assignment of a real matrix to each , with continuous entries, such that
Moreover, with the unique solution of the Lyapunov equation with the same data , , from Lyapunov Representation and Positive Semidefiniteness for Linear Matrix Equations, every is symmetric and satisfies, in the semidefinite order,
in particular, by Entry Bounds for Positive Semidefinite Matrices, every entry of is bounded in absolute value by the largest diagonal entry of .
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