IEEE Transactions on Systems Man and Cybernetics - Part A Systems and Humans · 2008 · 168 citations · 17 references
EngineeringSystems EngineeringProcess DynamicsProcess Systems EngineeringSystem DynamicsInput-output AnalysisModel IdentifiabilityParameter EstimationState EstimationState-space ModelsSystem IdentificationConvergenceIdentification Of Dynamical SystemsOutput EstimationParameter IdentificationState IdentificationState-space IdentificationStochastic Gradient DescentStochastic System Identification
In this paper, we derive a mathematical model for dual-rate systems and present a stochastic gradient identification algorithm to estimate the model parameters and an output estimation algorithm to compute the intersample outputs based on the dual-rate input-output data directly. Moreover, we investigate convergence properties of the parameter and intersample estimation, and we test the proposed algorithms with example systems, including an experimental water-level system.
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