P P J van den Bosch, A C van der Klauw

Modeling, Identification and Simulation of Dynamical Systems

• Gebundenes Buch

Produktbeschreibung

This book gives an in-depth introduction to the areas of modeling, identification, simulation, and optimization. These scientific topics play an increasingly dominant part in many engineering areas such as electrotechnology, mechanical engineering, aerospace, and physics. This book represents a unique and concise treatment of the mutual interactions among these topics. Techniques for solving general nonlinear optimization problems as they arise in identification and many synthesis and design methods are detailed. The main points in deriving mathematical models via prior knowledge concerning the physics describing a system are emphasized. Several chapters discuss the identification of black-box models. Simulation is introduced as a numerical tool for calculating time responses of almost any mathematical model. The last chapter covers optimization, a generally applicable tool for formulating and solving many engineering problems.

Produktdetails

• Verlag: CRC Press
• Seitenzahl: 208
• Erscheinungstermin: 15. Juli 1994
• Englisch
• Abmessung: 267mm x 178mm x 17mm
• Gewicht: 617g
• ISBN-13: 9780849391811
• ISBN-10: 0849391814
• Artikelnr.: 22207131

Autorenporträt

P.P.J. van den Bosch, A.C. van der Klauw

Inhaltsangabe

IntroductionModelingIntroductionModel Building ApproachesMathematical
ModelsIndex of a DAEExamplesBond GraphsComparison Circuits, Bond Graphs,
and Block DiagramsExamplesSummaryReferencesProblemsBlack-Box Model
RepresentationsIntroductionDiscrete-Time SystemsImpulse Response and
Transfer FunctionDisturbancesTime-Domain RepresentationsFrequency-Domain
RepresentationsExamples: Calculation of Stochastic
QuantitiesSummaryReferencesProblemsNonparametric IdentificationTime-Domain
Identification by Correlation AnalysisFrequency Response AnalysisFrequency
Response Analysis by the Correlation MethodFourier Analysis: The Empirical
Transfer Function EstimatePersistence of
ExcitationSummaryReferencesProblemsParametric IdentificationPrediction
Error MethodsPrediction ModelsLeast Squares MethodAnalysis of the Linear LS
EstimateConvergence and ConsistencyApproximate
IdentificationSummaryReferencesProblemsIdentification in PracticeExperiment
DesignModel Structure SelectionModel
ValidationSummaryReferencesProblemsSimulationIntroductionSimulation
ToolsNumerical Solution of Differential EquationsConversion from Parallel
to SeriesSolving Stiff ODEs and
DAEsApplicationsSummaryReferencesProblemsOptimizationIntroductionConvergenceDetermination
of Step Size siDetermination of Search Direction diLeast Squares
ProblemOptimization with
ConstraintsSummaryReferencesProblemsLiteratureIndex