ME 503 Dynamic System Parameter Identification

Introduction to system identification, including approaches to system modeling, identification procedure, and the properties of parameter estimates.  Additional topics include regression and correlation analysis, the structures of linear dynamic models, deterministic methods of dynamic systems, system identification in the time and frequency domains, statistical methods of dynamic system identification, batch and recursive methods of identification, and practical aspects of identification, including experiment design, data preprocessing, model structure selection, and model validation.