Publication | Open Access
Non-linear estimation is easy
375
Citations
55
References
2008
Year
State EstimationNumerical AnalysisNonlinear System IdentificationParameter EstimationEngineeringFault EstimationPerturbation AttenuationNumerical DifferentiationProcess ControlSystems EngineeringStatistical InferenceObservabilityNonlinear Signal ProcessingNon-linear EstimationEstimation TheorySystem IdentificationDifferential AlgebraStatistics
Non-linear state estimation and some related topics like parametric estimation, fault diagnosis and perturbation attenuation are tackled here via a new methodology in numerical differentiation. The corresponding basic system theoretic definitions and properties are presented within the framework of differential algebra, which permits to handle system variables and their derivatives of any order. Several academic examples and their computer simulations, with online estimations, illustrate our viewpoint.
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