Articles with "cholesky kalmannet" as a keyword



Cholesky-KalmanNet: Model-Based Deep Learning With Positive Definite Error Covariance Structure

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Published in 2025 at "IEEE Signal Processing Letters"

DOI: 10.1109/lsp.2024.3519265

Abstract: State estimation from noisy observations is crucial across various fields. Traditional methods such as Kalman, Extended Kalman, and Unscented Kalman Filter often struggle with nonlinearities, model inaccuracies, and high observation noise. This letter introduces Cholesky-KalmanNet… read more here.

Keywords: error covariance; cholesky kalmannet; model; estimation ... See more keywords