A differential algebraic parametrization of the Kalman/Luenberger observer gain
The present work revisits the Kalman/Luenberger observer design and proposes a parametrization of its observer gain through differential algebraic methods. In most practical cases observer gain is advantageously calculated through the so-called optimization methods consisting of solving a non-differential Riccati equation where the potential difficulties remain in the choice of weighting or uncertainty covariance matrices. In possible other situations it may be of interest to have at hand a straightforward parametrization of the observer gain. The unanswered theoretical question then is how to solve the under-determined equations specifying the observer gain in the multi-output case. Here it is proposed a solution which is purely based upon the differential algebraic geometry approach of observations problems which has been introduced for general nonlinear systems.
Authors
- D. Sette (ORCID: https://orcid.org/0000-0002-5701-5540)
Institutions
- Centre National de la Recherche Scientifique (FR)
- Université Paris-Saclay (FR)
- Laboratoire des signaux et systèmes (FR)
- CentraleSupélec (FR)
Publication Details
- Journal
- IFAC-PapersOnLine
- Published
- 2025-01-01
- DOI
- https://doi.org/10.1016/j.ifacol.2025.10.047
- Primary Topic
- Inertial Sensor and Navigation
- Type
- article
- Field-Weighted Citation Impact
- 0.00