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Algorithms for Block Tridiagonal Systems: Stability Results for Generalized Kalman Smoothing

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Abstract Block tridiagonal systems appear in classic Kalman smoothing problems, as well in generalized Kalman smoothing, where problems may have nonsmooth terms, singular covariance, constraints, nonlinear models, and unknown parameters.… Click to show full abstract

Abstract Block tridiagonal systems appear in classic Kalman smoothing problems, as well in generalized Kalman smoothing, where problems may have nonsmooth terms, singular covariance, constraints, nonlinear models, and unknown parameters. In this paper, first we interpret all the classic smoothing algorithms as different approaches to solve positive definite block tridiagonal linear systems. Then, we obtain new results on their numerical stability. Our outcomes apply to all systems with dynamic structure, informing both classic and modern inference for generalized Kalman smoothing.

Keywords: generalized kalman; block tridiagonal; tridiagonal systems; stability; kalman smoothing

Journal Title: IFAC-PapersOnLine
Year Published: 2021

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