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Identification of Parametric Models

Eric Walter, Luc Pronzato
The presentation of a coherent methodology for the estimation of the parameters of mathematical models from experimental data is examined in this volume. Many topics are covered including the choice of the structure of the mathematical model, the choice of a performance criterion to compare models, the optimization of this performance criterion, the evaluation of the uncertainty in the estimated parameters, the design of experiments so as to get the most relevant data and the critical analysis of results. There are also several features unique to the work such as an up-to-date presentation of the methodology for testing models for identifiability and distinguishability and a comprehensive treatment of parametric optimization which includes greater consider ation of numerical aspects and which examines recursive and non-recursive methods for linear and nonlinear models.
Autor: Walter, Eric Pronzato, Luc
EAN: 9783540761198
Sprache: Englisch
Seitenzahl: 413
Produktart: Gebunden
Verlag: Springer Springer, Berlin Springer, London
Schlagworte: Identifikation Parameter CON_D045 Parametric Models Control Theory Cost Identification Modelling Optimization Control
Größe: 234
Gewicht: 742 g