
Modeling, Identification and Simulation of Dynamical Systems
by van den Bosch; P. P. J.Buy New
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Summary
Table of Contents
Introduction | |
Modeling | |
Introduction | |
Model Building Approaches | |
Mathematical Models | |
Index of a DAE | |
Examples | |
Bond Graphs | |
Comparison Circuits, Bond Graphs, and Block Diagrams | |
Examples | |
Summary | |
References | |
Problems | |
Black-Box Model Representations | |
Introduction | |
Discrete-Time Systems | |
Impulse Response and Transfer Function | |
Disturbances | |
Time-Domain Representations | |
Frequency-Domain Representations | |
Examples: Calculation of Stochastic Quantities | |
Summary | |
References | |
Problems | |
Nonparametric Identification | |
Time-Domain Identification by Correlation Analysis | |
Frequency Response Analysis | |
Frequency Response Analysis by the Correlation Method | |
Fourier Analysis: The Empirical Transfer Function Estimate | |
Persistence of Excitation | |
Summary | |
References | |
Problems | |
Parametric Identification | |
Prediction Error Methods | |
Prediction Models | |
Least Squares Method | |
Analysis of the Linear LS Estimate | |
Convergence and Consistency | |
Approximate Identification | |
Summary | |
References | |
Problems | |
Identification in Practice | |
Experiment Design | |
Model Structure Selection | |
Model Validation | |
Summary | |
References | |
Problems | |
Simulation | |
Introduction | |
Simulation Tools | |
Numerical Solution of Differential Equations | |
Conversion from Parallel to Series | |
Solving Stiff ODEs and DAEs | |
Applications | |
Summary | |
References | |
Problems | |
Optimization | |
Introduction | |
Convergence | |
Determination of Step Size si | |
Determination of Search Direction di | |
Least Squares Problem | |
Optimization with Constraints | |
Summary | |
References | |
Problems | |
Literature | |
Index |
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