IFAC-PapersOnLine · 2021 · 13 citations · 20 references
Natural SciencesMathematicsDynamical SystemsProcess ControlReal-time SystemsControl Of Dynamical SystemsControl TheoryModel Predictive ControlNonlinear ControlRobust ControlStability TheoryMoving Horizon EstimationNonlinear Control SystemsNonlinear Model Predictive ControlNonlinear ObserversNonlinear SystemsPredictive ControlRobust Model Predictive ControlRobust Stability
In this paper, we propose a suboptimal moving horizon estimator for nonlinear systems. For the stability analysis we transfer the “feasibility-implies-stability/robustness” paradigm from model predictive control to the context of moving horizon estimation in the following sense: Using a suitably defined, feasible candidate solution based on the trajectory of an auxiliary observer, robust stability of the proposed suboptimal estimator is inherited independently of the horizon length and even if no optimization is performed.
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A real-time algorithm for moving horizon state and parameter estimation
Peter Kühl, Moritz Diehl, Tom Kraus et al. · Computers & Chemical Engineering · 2010 · 274 citations