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DOI:https://doi.org/10.1007/s11768-019-8028-6 |
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基金项目:This work was partially supported by the National Science and Engineering Research Council of Canada (NSERC). |
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Invariant Observer Design of Attitude and Heading Reference System |
Martin Barczyk |
(University of Alberta, Canada) |
Abstract: |
An attitude and heading reference system (AHRS) is a nonlinear state estimator unit for computing orientation in 3D space.
This paper designs an AHRS using three approaches: an invariant observer, an invariant extended Kalman filter (IEKF), and a
conventional extended Kalman filter (EKF). The three designs are validated in experiment versus a ground truth, demonstrating
the practical interest of the invariant observer methodology and the advantage of the IEKF over the EKF under model uncertainty. |
Key words: Inertial navigation, state estimation, Kalman filters, nonlinear dynamical systems, covariance matrices |