Model Calibration and Parameter Estimation For Environmental and Water Resource Systems /

• Κύριοι συγγραφείς: Sun, Ne-Zheng (Συγγραφέας), Sun, Alexander (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: New York, NY : Springer New York : Imprint: Springer, 2015.
• Θέματα: Mathematics.; Chemometrics.; Hydrogeology.; Mathematical models.; Mathematical Modeling and Industrial Mathematics.; Math. Applications in Chemistry.

This three-part book provides a comprehensive and systematic introduction to the development of useful models for complex systems. Part 1 covers the classical inverse problem for parameter estimation in both deterministic and statistical frameworks, Part 2 is dedicated to system identification, hype...

Πίνακας περιεχομένων:

• Introduction
• The Classical Inverse Problem
• The Gauss-Newton Method
• Multiobjective Inversion and Regularization
• Statistical Methods for Parameter Estimation
• Model Differentiation
• Model Dimension Reduction
• Development of Data-Driven Models
• Data Assimilation for Inversion
• Model Uncertainty Quantification
• Optimal Experimental Design
• Goal-Oriented Modeling.