IEEE Transactions on Control Systems Technology · 2012 · 85 citations · 25 references
EngineeringAerospace EngineeringAutonomous SystemsAerial RoboticsRoboticsUnmanned Aircraft SystemsAttitude ControlAttitude DeterminationKalman FilteringEstimation ErrorExtended Kalman FilterGlobal Positioning SystemInertial NavigationInertial Navigation SystemsNonlinear AnalysisNonlinear EstimationObserver Design
The invariant observer is a recently introduced constructive nonlinear design method for symmetry-possessing systems such as the magnetometer-plus-global positioning system (GPS)-aided inertial navigation system (INS) example considered in this paper. The resulting observer guarantees a simplified form of the nonlinear estimation error dynamics, which can be stabilized by a proper choice of observer gains using a nonlinear analysis. A systematic approach to this step is the invariant Extended Kalman Filter (EKF), which is modified from its originally proposed form and applied to the aided INS example to obtain the observer gains. The resulting invariant observer is implemented onboard an outdoor helicopter unmanned aerial vehicle platform and successfully validated in experiment and demonstrates an improvement in performance over a conventional (non-invariant) EKF design.
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International Geomagnetic Reference Field: the eleventh generation
Christopher C. Finlay, S. Maus, Ciarán Beggan et al. · Geophysical Journal International · 2010 · 1.2K citations · Full text
Nalin A. Chaturvedi, Amit K. Sanyal, N. Harris McClamroch · IEEE Control Systems · 2011 · 708 citations