Parameter Estimation for Complex Systems

Parameter Estimation for Complex Systems

Kappel, Franz; Banks, H. T.

Taylor & Francis Ltd

12/2023

448

Mole

Inglês

9781138105263

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Chapter 1: Introduction: Important problems encountered in modeling complex systems with data acquisition constraints.

Chapter 2: Formulations of the vector parameter estimation problems.

Chapter 3: Sensitivity Analysis

Chapter 4: Verification and Validation

Chapter 5: Aggregate Data - Aggregate model theory

Chapter 6: Model Discrepancy

Chapter 7: Identifiability, Parameter Redundancy, Methods for Parameter Correlation Investigation

Chapter 8: Information Content in Data Sets

Chapter 9: Optimal Experimental Design

Chapter 10: Generalized Sensitivities

Chapter 11: Parameter Subset Selection (PSS)

Chapter 12: Nonlinear Filtering

Chapter 13: Stochastic Nonlinear Mixed Effects Modeling

Chapter 14: Parameter Identification Using Neural Networks

Chapter 15: Control Issues
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Complex Systems;Experimental Design;Modeling;Parameter estimation;Statistics;Stochastic Modeling