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

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...

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Bibliographic Details
Call Number:Libro Electrónico
Main Authors: Sun, Ne-Zheng (Author), Sun, Alexander (Author)
Corporate Author: SpringerLink (Online service)
Format: Electronic eBook
Language:Inglés
Published: New York, NY : Springer New York : Imprint: Springer, 2015.
Edition:1st ed. 2015.
Subjects:
Mathematical models.
Geology.
Chemometrics.
Mathematical Modeling and Industrial Mathematics.
Mathematical Applications in Chemistry.
Online Access:Texto Completo
Table of Contents:
  • 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.

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